{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "21f844f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>诊断结果</th>\n",
       "      <th>平均半径</th>\n",
       "      <th>平均纹理</th>\n",
       "      <th>平均周长</th>\n",
       "      <th>平均面积</th>\n",
       "      <th>平均光滑度</th>\n",
       "      <th>平均致密度</th>\n",
       "      <th>平均凹度</th>\n",
       "      <th>平均凹点数</th>\n",
       "      <th>...</th>\n",
       "      <th>最差半径</th>\n",
       "      <th>最差纹理</th>\n",
       "      <th>最差周长</th>\n",
       "      <th>最差面积</th>\n",
       "      <th>最差光滑度</th>\n",
       "      <th>最差致密度</th>\n",
       "      <th>最差凹度</th>\n",
       "      <th>最差凹点数</th>\n",
       "      <th>最差对称性</th>\n",
       "      <th>最差分形维度</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>842302</td>\n",
       "      <td>确诊</td>\n",
       "      <td>17.99</td>\n",
       "      <td>10.38</td>\n",
       "      <td>122.80</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>0.11840</td>\n",
       "      <td>0.27760</td>\n",
       "      <td>0.30010</td>\n",
       "      <td>0.14710</td>\n",
       "      <td>...</td>\n",
       "      <td>25.38</td>\n",
       "      <td>17.33</td>\n",
       "      <td>184.60</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.1622</td>\n",
       "      <td>0.6656</td>\n",
       "      <td>0.7119</td>\n",
       "      <td>0.26540</td>\n",
       "      <td>0.4601</td>\n",
       "      <td>0.11890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>842517</td>\n",
       "      <td>确诊</td>\n",
       "      <td>20.57</td>\n",
       "      <td>17.77</td>\n",
       "      <td>132.90</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>0.08474</td>\n",
       "      <td>0.07864</td>\n",
       "      <td>0.08690</td>\n",
       "      <td>0.07017</td>\n",
       "      <td>...</td>\n",
       "      <td>24.99</td>\n",
       "      <td>23.41</td>\n",
       "      <td>158.80</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>0.1238</td>\n",
       "      <td>0.1866</td>\n",
       "      <td>0.2416</td>\n",
       "      <td>0.18600</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.08902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8510426</td>\n",
       "      <td>健康</td>\n",
       "      <td>13.54</td>\n",
       "      <td>14.36</td>\n",
       "      <td>87.46</td>\n",
       "      <td>566.3</td>\n",
       "      <td>0.09779</td>\n",
       "      <td>0.08129</td>\n",
       "      <td>0.06664</td>\n",
       "      <td>0.04781</td>\n",
       "      <td>...</td>\n",
       "      <td>15.11</td>\n",
       "      <td>19.26</td>\n",
       "      <td>99.70</td>\n",
       "      <td>711.2</td>\n",
       "      <td>0.1440</td>\n",
       "      <td>0.1773</td>\n",
       "      <td>0.2390</td>\n",
       "      <td>0.12880</td>\n",
       "      <td>0.2977</td>\n",
       "      <td>0.07259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8510653</td>\n",
       "      <td>健康</td>\n",
       "      <td>13.08</td>\n",
       "      <td>15.71</td>\n",
       "      <td>85.63</td>\n",
       "      <td>520.0</td>\n",
       "      <td>0.10750</td>\n",
       "      <td>0.12700</td>\n",
       "      <td>0.04568</td>\n",
       "      <td>0.03110</td>\n",
       "      <td>...</td>\n",
       "      <td>14.50</td>\n",
       "      <td>20.49</td>\n",
       "      <td>96.09</td>\n",
       "      <td>630.5</td>\n",
       "      <td>0.1312</td>\n",
       "      <td>0.2776</td>\n",
       "      <td>0.1890</td>\n",
       "      <td>0.07283</td>\n",
       "      <td>0.3184</td>\n",
       "      <td>0.08183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84300903</td>\n",
       "      <td>确诊</td>\n",
       "      <td>19.69</td>\n",
       "      <td>21.25</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.10960</td>\n",
       "      <td>0.15990</td>\n",
       "      <td>0.19740</td>\n",
       "      <td>0.12790</td>\n",
       "      <td>...</td>\n",
       "      <td>23.57</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.0</td>\n",
       "      <td>0.1444</td>\n",
       "      <td>0.4245</td>\n",
       "      <td>0.4504</td>\n",
       "      <td>0.24300</td>\n",
       "      <td>0.3613</td>\n",
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       "<p>5 rows × 32 columns</p>\n",
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      "text/plain": [
       "         ID 诊断结果   平均半径   平均纹理    平均周长    平均面积    平均光滑度    平均致密度     平均凹度  \\\n",
       "0    842302   确诊  17.99  10.38  122.80  1001.0  0.11840  0.27760  0.30010   \n",
       "1    842517   确诊  20.57  17.77  132.90  1326.0  0.08474  0.07864  0.08690   \n",
       "2   8510426   健康  13.54  14.36   87.46   566.3  0.09779  0.08129  0.06664   \n",
       "3   8510653   健康  13.08  15.71   85.63   520.0  0.10750  0.12700  0.04568   \n",
       "4  84300903   确诊  19.69  21.25  130.00  1203.0  0.10960  0.15990  0.19740   \n",
       "\n",
       "     平均凹点数  ...   最差半径   最差纹理    最差周长    最差面积   最差光滑度   最差致密度    最差凹度  \\\n",
       "0  0.14710  ...  25.38  17.33  184.60  2019.0  0.1622  0.6656  0.7119   \n",
       "1  0.07017  ...  24.99  23.41  158.80  1956.0  0.1238  0.1866  0.2416   \n",
       "2  0.04781  ...  15.11  19.26   99.70   711.2  0.1440  0.1773  0.2390   \n",
       "3  0.03110  ...  14.50  20.49   96.09   630.5  0.1312  0.2776  0.1890   \n",
       "4  0.12790  ...  23.57  25.53  152.50  1709.0  0.1444  0.4245  0.4504   \n",
       "\n",
       "     最差凹点数   最差对称性   最差分形维度  \n",
       "0  0.26540  0.4601  0.11890  \n",
       "1  0.18600  0.2750  0.08902  \n",
       "2  0.12880  0.2977  0.07259  \n",
       "3  0.07283  0.3184  0.08183  \n",
       "4  0.24300  0.3613  0.08758  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd # 导入Pandas数据处理工具\n",
    "# 读取数据\n",
    "data = pd.read_csv('某地乳腺检查数据.csv')\n",
    "data.head()  # head方法显示前5行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "70790f6e",
   "metadata": {},
   "outputs": [
    {
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       "      <th>平均纹理</th>\n",
       "      <th>平均周长</th>\n",
       "      <th>平均面积</th>\n",
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       "      <th>平均致密度</th>\n",
       "      <th>平均凹度</th>\n",
       "      <th>平均凹点数</th>\n",
       "      <th>平均对称性</th>\n",
       "      <th>平均分形维度</th>\n",
       "      <th>...</th>\n",
       "      <th>最差半径</th>\n",
       "      <th>最差纹理</th>\n",
       "      <th>最差周长</th>\n",
       "      <th>最差面积</th>\n",
       "      <th>最差光滑度</th>\n",
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       "      <th>0</th>\n",
       "      <td>17.99</td>\n",
       "      <td>10.38</td>\n",
       "      <td>122.80</td>\n",
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       "      <td>0.30010</td>\n",
       "      <td>0.14710</td>\n",
       "      <td>0.2419</td>\n",
       "      <td>0.07871</td>\n",
       "      <td>...</td>\n",
       "      <td>25.380</td>\n",
       "      <td>17.33</td>\n",
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       "      <td>0.16220</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20.57</td>\n",
       "      <td>17.77</td>\n",
       "      <td>132.90</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>0.08474</td>\n",
       "      <td>0.07864</td>\n",
       "      <td>0.08690</td>\n",
       "      <td>0.07017</td>\n",
       "      <td>0.1812</td>\n",
       "      <td>0.05667</td>\n",
       "      <td>...</td>\n",
       "      <td>24.990</td>\n",
       "      <td>23.41</td>\n",
       "      <td>158.80</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>0.12380</td>\n",
       "      <td>0.18660</td>\n",
       "      <td>0.2416</td>\n",
       "      <td>0.18600</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.08902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13.54</td>\n",
       "      <td>14.36</td>\n",
       "      <td>87.46</td>\n",
       "      <td>566.3</td>\n",
       "      <td>0.09779</td>\n",
       "      <td>0.08129</td>\n",
       "      <td>0.06664</td>\n",
       "      <td>0.04781</td>\n",
       "      <td>0.1885</td>\n",
       "      <td>0.05766</td>\n",
       "      <td>...</td>\n",
       "      <td>15.110</td>\n",
       "      <td>19.26</td>\n",
       "      <td>99.70</td>\n",
       "      <td>711.2</td>\n",
       "      <td>0.14400</td>\n",
       "      <td>0.17730</td>\n",
       "      <td>0.2390</td>\n",
       "      <td>0.12880</td>\n",
       "      <td>0.2977</td>\n",
       "      <td>0.07259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13.08</td>\n",
       "      <td>15.71</td>\n",
       "      <td>85.63</td>\n",
       "      <td>520.0</td>\n",
       "      <td>0.10750</td>\n",
       "      <td>0.12700</td>\n",
       "      <td>0.04568</td>\n",
       "      <td>0.03110</td>\n",
       "      <td>0.1967</td>\n",
       "      <td>0.06811</td>\n",
       "      <td>...</td>\n",
       "      <td>14.500</td>\n",
       "      <td>20.49</td>\n",
       "      <td>96.09</td>\n",
       "      <td>630.5</td>\n",
       "      <td>0.13120</td>\n",
       "      <td>0.27760</td>\n",
       "      <td>0.1890</td>\n",
       "      <td>0.07283</td>\n",
       "      <td>0.3184</td>\n",
       "      <td>0.08183</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19.69</td>\n",
       "      <td>21.25</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.10960</td>\n",
       "      <td>0.15990</td>\n",
       "      <td>0.19740</td>\n",
       "      <td>0.12790</td>\n",
       "      <td>0.2069</td>\n",
       "      <td>0.05999</td>\n",
       "      <td>...</td>\n",
       "      <td>23.570</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.0</td>\n",
       "      <td>0.14440</td>\n",
       "      <td>0.42450</td>\n",
       "      <td>0.4504</td>\n",
       "      <td>0.24300</td>\n",
       "      <td>0.3613</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>21.56</td>\n",
       "      <td>22.39</td>\n",
       "      <td>142.00</td>\n",
       "      <td>1479.0</td>\n",
       "      <td>0.11100</td>\n",
       "      <td>0.11590</td>\n",
       "      <td>0.24390</td>\n",
       "      <td>0.13890</td>\n",
       "      <td>0.1726</td>\n",
       "      <td>0.05623</td>\n",
       "      <td>...</td>\n",
       "      <td>25.450</td>\n",
       "      <td>26.40</td>\n",
       "      <td>166.10</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>0.14100</td>\n",
       "      <td>0.21130</td>\n",
       "      <td>0.4107</td>\n",
       "      <td>0.22160</td>\n",
       "      <td>0.2060</td>\n",
       "      <td>0.07115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>20.13</td>\n",
       "      <td>28.25</td>\n",
       "      <td>131.20</td>\n",
       "      <td>1261.0</td>\n",
       "      <td>0.09780</td>\n",
       "      <td>0.10340</td>\n",
       "      <td>0.14400</td>\n",
       "      <td>0.09791</td>\n",
       "      <td>0.1752</td>\n",
       "      <td>0.05533</td>\n",
       "      <td>...</td>\n",
       "      <td>23.690</td>\n",
       "      <td>38.25</td>\n",
       "      <td>155.00</td>\n",
       "      <td>1731.0</td>\n",
       "      <td>0.11660</td>\n",
       "      <td>0.19220</td>\n",
       "      <td>0.3215</td>\n",
       "      <td>0.16280</td>\n",
       "      <td>0.2572</td>\n",
       "      <td>0.06637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>16.60</td>\n",
       "      <td>28.08</td>\n",
       "      <td>108.30</td>\n",
       "      <td>858.1</td>\n",
       "      <td>0.08455</td>\n",
       "      <td>0.10230</td>\n",
       "      <td>0.09251</td>\n",
       "      <td>0.05302</td>\n",
       "      <td>0.1590</td>\n",
       "      <td>0.05648</td>\n",
       "      <td>...</td>\n",
       "      <td>18.980</td>\n",
       "      <td>34.12</td>\n",
       "      <td>126.70</td>\n",
       "      <td>1124.0</td>\n",
       "      <td>0.11390</td>\n",
       "      <td>0.30940</td>\n",
       "      <td>0.3403</td>\n",
       "      <td>0.14180</td>\n",
       "      <td>0.2218</td>\n",
       "      <td>0.07820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>20.60</td>\n",
       "      <td>29.33</td>\n",
       "      <td>140.10</td>\n",
       "      <td>1265.0</td>\n",
       "      <td>0.11780</td>\n",
       "      <td>0.27700</td>\n",
       "      <td>0.35140</td>\n",
       "      <td>0.15200</td>\n",
       "      <td>0.2397</td>\n",
       "      <td>0.07016</td>\n",
       "      <td>...</td>\n",
       "      <td>25.740</td>\n",
       "      <td>39.42</td>\n",
       "      <td>184.60</td>\n",
       "      <td>1821.0</td>\n",
       "      <td>0.16500</td>\n",
       "      <td>0.86810</td>\n",
       "      <td>0.9387</td>\n",
       "      <td>0.26500</td>\n",
       "      <td>0.4087</td>\n",
       "      <td>0.12400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>7.76</td>\n",
       "      <td>24.54</td>\n",
       "      <td>47.92</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.05263</td>\n",
       "      <td>0.04362</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>0.05884</td>\n",
       "      <td>...</td>\n",
       "      <td>9.456</td>\n",
       "      <td>30.37</td>\n",
       "      <td>59.16</td>\n",
       "      <td>268.6</td>\n",
       "      <td>0.08996</td>\n",
       "      <td>0.06444</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.2871</td>\n",
       "      <td>0.07039</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>569 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      平均半径   平均纹理    平均周长    平均面积    平均光滑度    平均致密度     平均凹度    平均凹点数   平均对称性  \\\n",
       "0    17.99  10.38  122.80  1001.0  0.11840  0.27760  0.30010  0.14710  0.2419   \n",
       "1    20.57  17.77  132.90  1326.0  0.08474  0.07864  0.08690  0.07017  0.1812   \n",
       "2    13.54  14.36   87.46   566.3  0.09779  0.08129  0.06664  0.04781  0.1885   \n",
       "3    13.08  15.71   85.63   520.0  0.10750  0.12700  0.04568  0.03110  0.1967   \n",
       "4    19.69  21.25  130.00  1203.0  0.10960  0.15990  0.19740  0.12790  0.2069   \n",
       "..     ...    ...     ...     ...      ...      ...      ...      ...     ...   \n",
       "564  21.56  22.39  142.00  1479.0  0.11100  0.11590  0.24390  0.13890  0.1726   \n",
       "565  20.13  28.25  131.20  1261.0  0.09780  0.10340  0.14400  0.09791  0.1752   \n",
       "566  16.60  28.08  108.30   858.1  0.08455  0.10230  0.09251  0.05302  0.1590   \n",
       "567  20.60  29.33  140.10  1265.0  0.11780  0.27700  0.35140  0.15200  0.2397   \n",
       "568   7.76  24.54   47.92   181.0  0.05263  0.04362  0.00000  0.00000  0.1587   \n",
       "\n",
       "      平均分形维度  ...    最差半径   最差纹理    最差周长    最差面积    最差光滑度    最差致密度    最差凹度  \\\n",
       "0    0.07871  ...  25.380  17.33  184.60  2019.0  0.16220  0.66560  0.7119   \n",
       "1    0.05667  ...  24.990  23.41  158.80  1956.0  0.12380  0.18660  0.2416   \n",
       "2    0.05766  ...  15.110  19.26   99.70   711.2  0.14400  0.17730  0.2390   \n",
       "3    0.06811  ...  14.500  20.49   96.09   630.5  0.13120  0.27760  0.1890   \n",
       "4    0.05999  ...  23.570  25.53  152.50  1709.0  0.14440  0.42450  0.4504   \n",
       "..       ...  ...     ...    ...     ...     ...      ...      ...     ...   \n",
       "564  0.05623  ...  25.450  26.40  166.10  2027.0  0.14100  0.21130  0.4107   \n",
       "565  0.05533  ...  23.690  38.25  155.00  1731.0  0.11660  0.19220  0.3215   \n",
       "566  0.05648  ...  18.980  34.12  126.70  1124.0  0.11390  0.30940  0.3403   \n",
       "567  0.07016  ...  25.740  39.42  184.60  1821.0  0.16500  0.86810  0.9387   \n",
       "568  0.05884  ...   9.456  30.37   59.16   268.6  0.08996  0.06444  0.0000   \n",
       "\n",
       "       最差凹点数   最差对称性   最差分形维度  \n",
       "0    0.26540  0.4601  0.11890  \n",
       "1    0.18600  0.2750  0.08902  \n",
       "2    0.12880  0.2977  0.07259  \n",
       "3    0.07283  0.3184  0.08183  \n",
       "4    0.24300  0.3613  0.08758  \n",
       "..       ...     ...      ...  \n",
       "564  0.22160  0.2060  0.07115  \n",
       "565  0.16280  0.2572  0.06637  \n",
       "566  0.14180  0.2218  0.07820  \n",
       "567  0.26500  0.4087  0.12400  \n",
       "568  0.00000  0.2871  0.07039  \n",
       "\n",
       "[569 rows x 30 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 设置X和y\n",
    "y = data[\"诊断结果\"]\n",
    "X = data.drop([\"诊断结果\", \"ID\"], axis=1)\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4e8c8ba0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# 设置字体为SimHei，以正常显示中文标签\n",
    "plt.rcParams[\"font.family\"]=['SimHei'] \n",
    "plt.rcParams['font.sans-serif']=['SimHei'] \n",
    "# 用来正常显示负号\n",
    "plt.rcParams['axes.unicode_minus']=False \n",
    "\n",
    "# 显示y的柱状图\n",
    "y.value_counts().plot(kind='bar', color='skyblue', edgecolor='black')\n",
    "plt.title('诊断结果分布')\n",
    "plt.xlabel('诊断结果')\n",
    "plt.ylabel('数量')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "777ac3aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均半径</th>\n",
       "      <th>平均纹理</th>\n",
       "      <th>平均周长</th>\n",
       "      <th>平均面积</th>\n",
       "      <th>平均光滑度</th>\n",
       "      <th>平均致密度</th>\n",
       "      <th>平均凹度</th>\n",
       "      <th>平均凹点数</th>\n",
       "      <th>平均对称性</th>\n",
       "      <th>平均分形维度</th>\n",
       "      <th>...</th>\n",
       "      <th>最差半径</th>\n",
       "      <th>最差纹理</th>\n",
       "      <th>最差周长</th>\n",
       "      <th>最差面积</th>\n",
       "      <th>最差光滑度</th>\n",
       "      <th>最差致密度</th>\n",
       "      <th>最差凹度</th>\n",
       "      <th>最差凹点数</th>\n",
       "      <th>最差对称性</th>\n",
       "      <th>最差分形维度</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "      <td>569.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>14.127292</td>\n",
       "      <td>19.289649</td>\n",
       "      <td>91.969033</td>\n",
       "      <td>654.889104</td>\n",
       "      <td>0.096360</td>\n",
       "      <td>0.104341</td>\n",
       "      <td>0.088799</td>\n",
       "      <td>0.048919</td>\n",
       "      <td>0.181162</td>\n",
       "      <td>0.062798</td>\n",
       "      <td>...</td>\n",
       "      <td>16.269190</td>\n",
       "      <td>25.677223</td>\n",
       "      <td>107.261213</td>\n",
       "      <td>880.583128</td>\n",
       "      <td>0.132369</td>\n",
       "      <td>0.254265</td>\n",
       "      <td>0.272188</td>\n",
       "      <td>0.114606</td>\n",
       "      <td>0.290076</td>\n",
       "      <td>0.083946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.524049</td>\n",
       "      <td>4.301036</td>\n",
       "      <td>24.298981</td>\n",
       "      <td>351.914129</td>\n",
       "      <td>0.014064</td>\n",
       "      <td>0.052813</td>\n",
       "      <td>0.079720</td>\n",
       "      <td>0.038803</td>\n",
       "      <td>0.027414</td>\n",
       "      <td>0.007060</td>\n",
       "      <td>...</td>\n",
       "      <td>4.833242</td>\n",
       "      <td>6.146258</td>\n",
       "      <td>33.602542</td>\n",
       "      <td>569.356993</td>\n",
       "      <td>0.022832</td>\n",
       "      <td>0.157336</td>\n",
       "      <td>0.208624</td>\n",
       "      <td>0.065732</td>\n",
       "      <td>0.061867</td>\n",
       "      <td>0.018061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6.981000</td>\n",
       "      <td>9.710000</td>\n",
       "      <td>43.790000</td>\n",
       "      <td>143.500000</td>\n",
       "      <td>0.052630</td>\n",
       "      <td>0.019380</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.106000</td>\n",
       "      <td>0.049960</td>\n",
       "      <td>...</td>\n",
       "      <td>7.930000</td>\n",
       "      <td>12.020000</td>\n",
       "      <td>50.410000</td>\n",
       "      <td>185.200000</td>\n",
       "      <td>0.071170</td>\n",
       "      <td>0.027290</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.156500</td>\n",
       "      <td>0.055040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>11.700000</td>\n",
       "      <td>16.170000</td>\n",
       "      <td>75.170000</td>\n",
       "      <td>420.300000</td>\n",
       "      <td>0.086370</td>\n",
       "      <td>0.064920</td>\n",
       "      <td>0.029560</td>\n",
       "      <td>0.020310</td>\n",
       "      <td>0.161900</td>\n",
       "      <td>0.057700</td>\n",
       "      <td>...</td>\n",
       "      <td>13.010000</td>\n",
       "      <td>21.080000</td>\n",
       "      <td>84.110000</td>\n",
       "      <td>515.300000</td>\n",
       "      <td>0.116600</td>\n",
       "      <td>0.147200</td>\n",
       "      <td>0.114500</td>\n",
       "      <td>0.064930</td>\n",
       "      <td>0.250400</td>\n",
       "      <td>0.071460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>13.370000</td>\n",
       "      <td>18.840000</td>\n",
       "      <td>86.240000</td>\n",
       "      <td>551.100000</td>\n",
       "      <td>0.095870</td>\n",
       "      <td>0.092630</td>\n",
       "      <td>0.061540</td>\n",
       "      <td>0.033500</td>\n",
       "      <td>0.179200</td>\n",
       "      <td>0.061540</td>\n",
       "      <td>...</td>\n",
       "      <td>14.970000</td>\n",
       "      <td>25.410000</td>\n",
       "      <td>97.660000</td>\n",
       "      <td>686.500000</td>\n",
       "      <td>0.131300</td>\n",
       "      <td>0.211900</td>\n",
       "      <td>0.226700</td>\n",
       "      <td>0.099930</td>\n",
       "      <td>0.282200</td>\n",
       "      <td>0.080040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>15.780000</td>\n",
       "      <td>21.800000</td>\n",
       "      <td>104.100000</td>\n",
       "      <td>782.700000</td>\n",
       "      <td>0.105300</td>\n",
       "      <td>0.130400</td>\n",
       "      <td>0.130700</td>\n",
       "      <td>0.074000</td>\n",
       "      <td>0.195700</td>\n",
       "      <td>0.066120</td>\n",
       "      <td>...</td>\n",
       "      <td>18.790000</td>\n",
       "      <td>29.720000</td>\n",
       "      <td>125.400000</td>\n",
       "      <td>1084.000000</td>\n",
       "      <td>0.146000</td>\n",
       "      <td>0.339100</td>\n",
       "      <td>0.382900</td>\n",
       "      <td>0.161400</td>\n",
       "      <td>0.317900</td>\n",
       "      <td>0.092080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>28.110000</td>\n",
       "      <td>39.280000</td>\n",
       "      <td>188.500000</td>\n",
       "      <td>2501.000000</td>\n",
       "      <td>0.163400</td>\n",
       "      <td>0.345400</td>\n",
       "      <td>0.426800</td>\n",
       "      <td>0.201200</td>\n",
       "      <td>0.304000</td>\n",
       "      <td>0.097440</td>\n",
       "      <td>...</td>\n",
       "      <td>36.040000</td>\n",
       "      <td>49.540000</td>\n",
       "      <td>251.200000</td>\n",
       "      <td>4254.000000</td>\n",
       "      <td>0.222600</td>\n",
       "      <td>1.058000</td>\n",
       "      <td>1.252000</td>\n",
       "      <td>0.291000</td>\n",
       "      <td>0.663800</td>\n",
       "      <td>0.207500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             平均半径        平均纹理        平均周长         平均面积       平均光滑度  \\\n",
       "count  569.000000  569.000000  569.000000   569.000000  569.000000   \n",
       "mean    14.127292   19.289649   91.969033   654.889104    0.096360   \n",
       "std      3.524049    4.301036   24.298981   351.914129    0.014064   \n",
       "min      6.981000    9.710000   43.790000   143.500000    0.052630   \n",
       "25%     11.700000   16.170000   75.170000   420.300000    0.086370   \n",
       "50%     13.370000   18.840000   86.240000   551.100000    0.095870   \n",
       "75%     15.780000   21.800000  104.100000   782.700000    0.105300   \n",
       "max     28.110000   39.280000  188.500000  2501.000000    0.163400   \n",
       "\n",
       "            平均致密度        平均凹度       平均凹点数       平均对称性      平均分形维度  ...  \\\n",
       "count  569.000000  569.000000  569.000000  569.000000  569.000000  ...   \n",
       "mean     0.104341    0.088799    0.048919    0.181162    0.062798  ...   \n",
       "std      0.052813    0.079720    0.038803    0.027414    0.007060  ...   \n",
       "min      0.019380    0.000000    0.000000    0.106000    0.049960  ...   \n",
       "25%      0.064920    0.029560    0.020310    0.161900    0.057700  ...   \n",
       "50%      0.092630    0.061540    0.033500    0.179200    0.061540  ...   \n",
       "75%      0.130400    0.130700    0.074000    0.195700    0.066120  ...   \n",
       "max      0.345400    0.426800    0.201200    0.304000    0.097440  ...   \n",
       "\n",
       "             最差半径        最差纹理        最差周长         最差面积       最差光滑度  \\\n",
       "count  569.000000  569.000000  569.000000   569.000000  569.000000   \n",
       "mean    16.269190   25.677223  107.261213   880.583128    0.132369   \n",
       "std      4.833242    6.146258   33.602542   569.356993    0.022832   \n",
       "min      7.930000   12.020000   50.410000   185.200000    0.071170   \n",
       "25%     13.010000   21.080000   84.110000   515.300000    0.116600   \n",
       "50%     14.970000   25.410000   97.660000   686.500000    0.131300   \n",
       "75%     18.790000   29.720000  125.400000  1084.000000    0.146000   \n",
       "max     36.040000   49.540000  251.200000  4254.000000    0.222600   \n",
       "\n",
       "            最差致密度        最差凹度       最差凹点数       最差对称性      最差分形维度  \n",
       "count  569.000000  569.000000  569.000000  569.000000  569.000000  \n",
       "mean     0.254265    0.272188    0.114606    0.290076    0.083946  \n",
       "std      0.157336    0.208624    0.065732    0.061867    0.018061  \n",
       "min      0.027290    0.000000    0.000000    0.156500    0.055040  \n",
       "25%      0.147200    0.114500    0.064930    0.250400    0.071460  \n",
       "50%      0.211900    0.226700    0.099930    0.282200    0.080040  \n",
       "75%      0.339100    0.382900    0.161400    0.317900    0.092080  \n",
       "max      1.058000    1.252000    0.291000    0.663800    0.207500  \n",
       "\n",
       "[8 rows x 30 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 显示特征数据集的统计信息\n",
    "X.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "46fcc531",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['平均半径', '平均纹理', '平均周长', '平均面积', '平均光滑度', '平均致密度', '平均凹度', '平均凹点数',\n",
       "       '平均对称性', '平均分形维度', '半径的标准误差', '纹理的标准误差', '周长的标准误差', '面积的标准误差',\n",
       "       '光滑度的标准误差', '致密度的标准误差', '凹度的标准误差', '凹点数的标准误差', '对称性的标准误差', '分形维度的标准误差',\n",
       "       '最差半径', '最差纹理', '最差周长', '最差面积', '最差光滑度', '最差致密度', '最差凹度', '最差凹点数',\n",
       "       '最差对称性', '最差分形维度'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看X的特征名称\n",
    "features = X.columns\n",
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e540bd37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制前三个特征的直方图\n",
    "first_three_features = features[:3]\n",
    "\n",
    "fig, axes = plt.subplots(nrows=3, ncols=1, figsize=(8, 10))\n",
    "\n",
    "for i, feature in enumerate(first_three_features):\n",
    "    axes[i].hist(X[feature], bins=30, color='skyblue', edgecolor='black')\n",
    "    axes[i].set_title(f\"{feature} - 直方图\")\n",
    "    axes[i].set_xlabel('值')\n",
    "    axes[i].set_ylabel('频数')\n",
    "    axes[i].grid(True, axis='y', linestyle='--', linewidth=0.7, alpha=0.6)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7132fd20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 选择前10个特征\n",
    "selected_features = features[:10]\n",
    "\n",
    "# 绘制箱线图\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.boxplot([X[feature] for feature in selected_features], vert=True)\n",
    "plt.xticks(range(1, len(selected_features) + 1), selected_features, rotation=45)\n",
    "plt.title('箱线图 - 前10个特征')\n",
    "plt.ylabel('值')\n",
    "plt.grid(True, axis='y', linestyle='--', linewidth=0.7, alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fcb64206",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lyhVJUlJSkpycnBQZGamNGzeqR48ejGBMh1LD/U8++UTLly/XwYMHVbhwYeXJk0dDhw7VzJkzlZSUpIEDB9J+GUxiYqKCg4NVuHBhLV26VKtWrdKiRYtUuHBhrV+/XsWLF1fDhg3tXUz8hejoaH388cc6ceKETp06pebNm8vT01OLFy/WgQMHFB0drZUrV/K9TCfu37+vffv2KSYmRoGBgVq1apU++OADFS1aVGvXrtX169c1aNAgexcT/8L27dvVq1cvXbx4UQUKFFC3bt106NAhPf/88/YuGv6H1OOcXbt26ZNPPlFycrKKFy+uF198UTdv3tTPP/9s7yLiHzLG6OjRo3r99ddlsViUmJiomTNnatWqVXJxcdG6deu0ePFiFStWzN5F/VPpMyrDI0lKSlJUVJRmzJihjRs3asOGDcqVK5fu37+vAgUKaNiwYdqzZ4+ef/55LVu2zN7FxV+Ij49Xy5YtVaNGDV29elWbNm2Sp6en4uLidOXKFd27d09jxoyxBh0SV/bTs5IlSyp//vySJCcnJ927d0+enp46fvw4J07p0P379zV37lzt3LlTO3fuVJs2beTg4KDExEQVLFhQHTt2VL58+bRo0SLdu3fPenumMYbvYQZw48YNjRo1Sh4eHgoICNDKlSv15Zdf6uWXX9aYMWNow3QsOTlZefLkUYMGDayh/ueff65atWrp1Vdf1aFDh7Rq1Sprv0pb2l9KSop27NihTp06aePGjfrhhx+0a9cu1ahRQxMnTlSdOnXsXUQ8ImOMfvrpJz377LPq1q2bJk6cqBdffFGHDx9W3bp1deLECet6SH9S+0lfX18tW7ZMGzduVKNGjRQVFfWHQIo2TP9SQ0YvLy85OzsrR44c2rVrl1q0aKELFy7oww8/lL+/v2rVqpVu25NQKhNI/eN655139MMPP6hp06bas2ePXF1dFRgYqJs3b+qtt95Sq1atlJCQoNatW+vChQt2LjV+L7UdL1++rKJFi6pWrVoqUKCAcufOrcuXL8vDw0N58uRR6dKldfbsWZUsWVKnTp1Kc8sm7C8hISHNpLt37txRXFycpAe3ZDZq1EheXl76+OOPJbGzT2+Cg4N18OBBlStXTrNmzVJUVJQ+/fRTa5/58ccf69ixY9q2bZty5cpl/e5ZLBa+h+lY6vesVKlSKlKkiCpUqKCffvpJHh4eKlWqlNauXasmTZrI29ub72Q6lJKSIkdHR0VGRmrq1Kny9/fX+PHjJUmLFi1SgwYNFBUVpWPHjun8+fOSmEjbnlK/Qzly5ND9+/dVu3Zt/fjjjypVqpSeeeYZ/frrr8qZMyfftwwqOTlZZ8+e1datW3X06FH5+vrq0KFDun//vs6dO6emTZtqxIgRun37tiwWC3NNpVO//PKLGjVqJDc3N8XExOjSpUvq3r27oqOjJUnnzp3T3r176UvTud/PkXnr1i199NFHKlCggL7//nudPn1azz//vEJCQhQUFGSdnzi99b2EUplA6h9i7ty5tX37dpUvX14BAQGSpKioKNWpU0cVK1bU1atX1ahRI7377ruaMGGCdfutW7emmYwZtvdwh/Ltt9+qQIECOnXqlOrXr6/o6Gj99NNP+vnnn/XMM8/o22+/1d69e/Xee+9p+vTpSkpKsr5Oep28Lqswxuj999/X1KlT9dNPP0mSYmNjlTdvXkmSl5eXPDw8tGLFCkkPAix29unLkiVLtGPHDl2/fl1ubm5q0aKFjhw5om+//VaDBw/W9OnTtWvXLv36668qVqyYGjRooGeeeUZz5szh+5dO/X7S+p9//lkjR45U3rx5tXv3bm3evFkjRozQ1atXtWPHDm3fvl0Sk/amF8YYOTg4KDo6Wq1atdJTTz2lTp06qWfPnhowYIAiIyO1bNky9evXT5MnT9aIESMksT+0l4e/b+PGjdPGjRs1YMAA5c2bV/v27dMHH3ygZcuWKW/evPriiy/0ySefKCkpKc2xTOrrIP1JSUlRv379dOzYMd28eVMrVqzQyZMnlSNHDkVGRioyMlL9+vWTt7e32rdvL2OMda4p2F9YWJg1dKpcubKeeeYZVa5cWUlJSVq6dKm2bt2qb775RocPH1ajRo104MABO5cY/5eHj282bNiglStXaufOnerataveffddffzxx/L391d0dLS6dOmiH374Ic128fHxdiv7wwilMoHUHXeBAgWUlJSksLAwLVmyRNKDSSWrVq2q27dvy9vbW1evXlWVKlWs286cOVOvvfaafvvtN3sUHUp7ADd58mTNnj1bS5Yskb+/vypVqqSGDRuqatWqqlixog4dOqR27dpp4sSJ2rZtm+bMmaNs2bLp66+/VlxcXLqdvC6rsFgseuGFF1SsWDF99dVX2r59u1555RWVLVtWXl5eioiI0KJFi6zr58iRQ5K0e/duJSQk2KvY+P/Gjx+vDRs2qE+fPpo6dao++OADvffee3r11Vf1008/aceOHfrxxx9Vrlw5eXl5af369froo49Ur149lS5dmjZMpx4+YNu8ebO+++47nTlzRtWrV9eQIUM0depUtW3bVvny5dObb76pNWvWSPrvpL3sH+0rdW6MDh06qGzZspo+fbp8fX21detW63dw3759WrNmjS5duqTAwEBdunRJDg4OSkpK0qhRo3T69Gl7VyPL+P337fDhw3J2dpaDg4P69eunTz75RFWrVlXhwoX1ySefaNWqVXJycpKT04Npbk+dOqXk5GQu2KRDqU+9LF26tDZt2qRy5copNjZWOXLk0BdffKEDBw6oT58++uijj/TWW2+pXLly1hNgSVwAtzNjjPr376+uXbsqOjpa9+7dU/Xq1eXj46NPPvlEfn5+GjhwoJYsWaI2bdqob9++Gj58uHV77rJJv7744gstXrxYAQEBqlOnjiIjI7VlyxZVrlxZ5cqV08KFC3Xo0CEVL148TTvOmDFD8+bNSxcXcZjoPBNIHdbu5OQkZ2dnFSpUSGFhYTpw4IA6dOig/Pnzq1atWhoxYoRq166tpk2batu2bbpz544mTpyo7du3q1SpUvauRpaVeuA1fPhwzZgxQ9WqVZMkNWjQQDdv3tR3330nX19fxcTE6Ouvv9arr76qpKQk7dmzR9mzZ9fChQs1ePBgBQYGWreF/Xh6eip79uyaNWuWte1mz56tIkWKyNPTU3Xq1FHRokVVpUoVhYeHKygoSNKD28Jat25t59JnPVFRUUpKSpKDg4Pu37+v3bt3q1SpUurdu7fee+89LV68WO3atVPlypWVO3duBQYGyt/fX3v37pW3t7ekB3MyEAinb1u2bNGiRYv0xRdfqEyZMipSpIjCwsJUpkwZFSxYUB9++KGOHz+uli1bKiwszLrdhx9+qJMnT2ru3LnWEY+wvStXrih//vyqVq2aTp8+rUmTJqlu3bpydHTUhAkTdOzYMRUrVkxz5szRf/7zH925c0f37t1Tz5495eLiosmTJ9u7ClnK0aNHtXbtWvn7+8vFxUWurq4qVKiQgoKCFBcXp4kTJ+rw4cMaMmSItm3bpujoaOXJk0eTJk3SmjVrtHnzZpUuXdre1cDvHD9+XFOnTlWtWrWUL18+TZ8+XR4eHkpOTtZ7772nGjVqqFy5coqOjlajRo1kjJGzs7OuX79uvWjTt29fO9ci67JYLFq6dKlat26t5557Ts2aNdOJEye0a9cu3bp1Sz/++KO8vLysDwOpUaOGbty4oaJFi2ru3LnaunWrli1bpnz58tm7KvidbNmyqWLFijp79qyCg4O1atUqDRkyRDdu3NCECRN0+PBhffbZZ3JxcdHs2bN16dIlffnll9YcID0cwxJKZQKpV3NLlCihkJAQ5cuXT0WLFlV4eLh69eqlHTt2aMiQIXrjjTckSbt27VKTJk1UvHhxfffdd0w0aWfGGO3bt08bN27UnTt31LFjR3l7e1vvA65atary5MmjMWPGaN68ecqVK5cKFSqk3bt3KywsTIsXL9ahQ4cIpOwsOTnZ+l2sWbOmRo0apUmTJsnf31/169fXli1bJEkbN25USEiIzp49q2LFiqlKlSpq06ZNmhGMsI3IyEi1bt1aw4YNU8eOHTV27Fg5OztrxYoVWrNmjcqXL6/58+fL399fPXr0UO/evZUnT54/HJClh505/reSJUuqRYsW2r9/v65du6ZJkyZp/vz5OnHihD755BMdPXpU06ZNU7169dSmTRv99NNP2rVrl2bOnKk1a9YQSNlYan+akpIii8WiChUqaMSIEVqwYIHWrVun0qVLa9WqVZKkAQMGKDo6WgsWLJD0YKTNlClT5OzsLF9f3zTz9zH6xjbKli2rV199VadOnbKO7N65c6dOnz6tgIAAnThxQpMnT9aLL76omTNnauXKlbp+/bpWrFihxYsXE0ilUx4eHurXr5/OnDmjlJQU3b59W0lJSfLw8NBLL72k06dP6+LFi+rTp4+aN2+uffv2adq0aQoLC9O1a9fUtm1b61OIYXupD77as2ePPD09tX//fo0ZM0a9evXS0aNH9fPPP+u5557TsGHD1KBBA02bNk0Wi0Xh4eH69NNPtWnTJgKpdCR1/2ixWPTyyy8rISFBs2bNUosWLbR69Wo1bNhQ27Zt0+jRo1WpUiXVq1dPK1asUGBgoObMmaNLly7p1KlT6eb8g14hA1u3bp0aN26swoULy2KxqGXLlurQoYOkB1cVV61apfv376t9+/Zq27at9YDst99+U/HixbVr1y5VrlzZzrXIuowx1lFujRo10okTJ5QjRw5t27ZNjRo1Uv78+dWnTx99/vnnkqTp06dr7dq1OnnypO7cuaNq1arJyclJW7duVc2aNe1cm6wpJiZGc+fO1fDhw+Xo6Gi95cDBwUFubm7au3evChYsqMqVK2vfvn3y9vZW/vz5ZbFYrO0K+0i9ktuwYUN17NhRkuTs7KyzZ8/qP//5jzZt2qRjx45p3Lhx8vLykp+fnxo3bqyLFy/q2rVrunnzpgoWLMhcGenUw99FSapVq5Zef/11zZs3Tzly5NCnn35qHQHXs2dPOTo6Knfu3Fq4cKF+/fVXrV69WsnJydq/f78qVapk59pkLan7xZiYGA0dOlSNGjVS9+7dVa9ePUnSvHnzVLx4cd2+fVvffvutDh48qMqVK2vhwoX64osvlJiYqN69e6tq1ary9fW1vibh8ZPxcNgXGRmpfPnyqWDBgurRo4dWrFiha9euqVOnTqpZs6aKFy+u8ePHKyYmRtevX9egQYN08eJFHTx4UCVLltS2bdtUvnx5O9cIqf4syPXw8NDZs2eVK1cuNW7cWG3atNGZM2d0584d9e3bV4mJierTp498fX0VHx8vHx8fffPNN3aqAaT/9n/ZsmWTJO3cudN6C/SqVas0a9YstW7dWnfv3tWaNWus/abFYlH//v2VnJysLVu2cK6RTty5c0cFCxaUg4ODbt68qSJFikh6MArRGKPVq1ercuXKioiI0PDhw+Xn56fw8HANGzZMK1asUKtWrdSpUye5ublZt00PCKUyqJCQEL344ovatGmT/Pz8JD2Y6FySzpw5o4IFC8rNzU07d+5USkqKnn32WeXLl08zZszQpEmTtG3bNgIpO3n4CrCjo6OOHj1qvQ8/OTlZycnJSkpKUuHChXXmzBlJ0vnz53XhwgXt3LlTkvTDDz/I2dlZmzdvVvXq1e1ZnSwrOjpazzzzjH755RedOXNGixcvtgYUkZGRatiwoerWravJkydrypQpWrJkiSwWiw4fPqx9+/ZpwIAByp49uywWC1fwbSw6OlpPP/20fH19NWvWLEnSzz//LC8vL1WpUkXbtm2Tm5ubChQooBYtWqh58+aaM2eOKlSooLJly1pvlyaQSp+io6PVtm1bDRgwQC+99JJ1uaenp3r16qUFCxYoNjZW7u7umjBhgnr37q379+9r//79+vDDD9W0aVO98847fzoqDk9W6v4xMjJSXl5eunDhgnLmzKmWLVuqWLFiqlevnu7fv6/p06dr/fr1KlKkiL7//nsVLlxYklSuXDllz55dAwYMsL5m6kTpePwe3neNHDlS+/fvV0BAgPV2va5du2rJkiU6ffq0Nm7cqEOHDmn06NEqWbKkEhIS9MUXX6ht27aaPXu2LBaLnJ2d7VwjpHq4bfv06aM6depo8ODByps3r9q3by8nJyfrCOJ+/fqpcePGmjJlinbu3KmFCxeqWLFiOnLkiFxcXCQRDNtL6si0q1ev6uLFi/Lx8dGdO3eUJ08ezZgxQ+PGjZO/v78WLVqkokWLqmjRota2un79uu7fv6/Nmzenm9E0WV3qgwReffVV6wjwnTt3qmLFinJyctKrr76q+Ph4ffjhh1q0aJFWrlxpDRNDQkJUtGhRDRkyJF1O20PvkIHEx8dbn5hQoUIFNW7cWGfPnpUkJSYmWtcrUqSIJk6cqMmTJ8vDw0M7duzQtm3b9MUXX2jixIn67rvv5OHhYZc6ZHXJycmaNGmSunbtqqSkJJ07d876ONacOXPK0dFRe/bsUbt27RQWFiYnJyf5+Phoz549KlSokHLmzKnZs2dr1KhR2rhxI4GUnaQGUs2aNdOdO3cUEhKiPn36WH9/6tQp9erVS8uXL1fp0qX1yiuvKFu2bFq7dq3mzJkjV1dX5ciRw3rARyBlO6mBVLNmzayBVN++fTVw4EBNmzZNkuTm5iZJKl68uE6fPq06dero2Wef1ahRo3TlyhUNHTqUSc3TqdQntMXHx2vp0qXatm2brly5ooCAAMXHx8vb21t9+/bVyZMndezYMb3//vsaMmSIRowYoeHDh+vNN9/Ue++9p1KlShFI2VhCQoIcHR0VFRWl+vXrq0uXLkpKStI777yje/fuKT4+XikpKWrYsKFeffVVLV68WMnJydZAKjk5WceOHVOZMmXSvC7965OT+tm+8847Wr9+vRwdHdW/f39dv35d0oPj0V69eql48eI6duyY2rRpo549e6p58+Z69tln1a5dO+u8XwRS6cfDgdSoUaP07bff6sUXX7T+vmjRogoODtbzzz+v+/fvW0eC+/v7Kzw8XB9++KG+//573bx503rhnEDKdlJSUnT9+nVFRETIyclJp06dUvXq1a1z63Xr1k0xMTHau3evfvjhB50+fVqvvPKKdSJ6BwcHTZs2TSNHjtTatWsJpNKBlJQUhYSE6PLlyxoyZIi2b9+u5557Tu+9957c3d3TrDt48GA1btxYzz33nFxdXa3LU+eTTrfTERhkGG3btjW1atUy9+7dM8YY89JLL5mRI0eaxMREU6FCBfPFF19Y101ISLD+/+eff246duxoFixYYM6dO2fzciOtU6dOmREjRpjVq1ebkiVLGovFYg4dOvSX6z/99NPGYrGY77//3ty9e9d06tTJ/PLLLzYsMR4WExNjnn76aTNkyBDrsqCgIOPr62v69Onzh/Xv379vjDHm2LFjpk+fPsbJycksX77cGGNMSkqKbQoNY4wx0dHR5qmnnjJ16tSxLuvbt69p06aNWblypXnxxRfNzJkzrb+7cOGC6dGjh7l8+bKJiIgwQ4cONa1atbL2wUhfoqKijIeHh/n000+NMcYcPHjQVKlSxYwbN87UrVvXlC9f3iQmJhpjjNm8ebOpWrWq2bhxo3X7uXPnGj8/P3Pjxg17FD9LS0hIMKNGjTJdunQx5cqVM8OHDzcxMTFm69atJjg42LRs2dJ4e3ub7du3W/vNlStXmkKFCpmzZ88aY4x5/vnnTffu3e1ZjSxp6tSpxmKxWH9u06aN8fPzM+Hh4dZlFy9eNB06dDDjxo2zLps3b55p2LChuXr1qk3Li79vxIgRxs3NzdqWUVFRaX5/69Yt0759e/Pmm28aT09PU7t2bVO7dm0zadIkY4wxp0+fpn3t4Pjx48bX19dcvHjRhIaGmpIlS5px48aZMmXKmDlz5ljXW7lypTHmQbt6enqaXr16mYSEBBMeHm7at29vDh8+bK8q4HfCw8NN5cqVzcaNG01SUpIpU6aM8fDwsJ7Xv/baayYsLCzNeUWfPn3MCy+8YIwxZsOGDaZcuXLm9OnT9ij+30IolYHExMSYatWqmaZNm5qYmBhjjDFxcXGmUaNGplOnTtb1xo8fb65du5bmD3PGjBlpDhBgH/Hx8cYYYw4fPmyKFy9u5s+fbxYvXmzq1q1rAgMD06ybGix+/vnnpkePHsYYY5KSkszt27dtW2hYRUVFGV9fX9O0aVPrye2IESNMUFCQCQ4ONl5eXmmCqdRAKtWBAweMl5eXOXXqlE3LDWMiIyNNzZo1TYMGDczgwYPNnTt3TM+ePU3BggVNQECAMcaYpUuXmg4dOpgZM2ZYtzt79qy1HS9fvmx+++03u5Qf/1t0dLSpWbOmWbp0qbl69aopXbq0WbZsmZk1a5aZMWOG2b17t9m5c2eabRYtWmRKlSplwsLCzO7du02FChXM8ePH7VSDrCspKckYY8yaNWuMxWIxgwcPNsYY8/HHH5uaNWuaX3/91Zw4ccJ88sknJiIiIs22b7/9tnn99dfNtm3bzOjRo62vReD/5Pz+s501a5apX7++2bRpk3WZn5/fH4KpEydOmNy5c5uNGzeaoKAgU6NGDS6wpUOJiYnm5ZdfNk2aNDGVKlWytuHq1auNu7u7OX/+vDHmv38HR48eNcY86E/Dw8PN+++/bw07YD9dunQx7u7uxtXV1SxbtswYY8zOnTvNr7/++qfrR0VFmXr16plnn33W3Lp1i4tv6dCsWbNM9erVTalSpcykSZPMV199Zbp3724qV65spkyZYmJjY83Jkyet658+fdr4+fmZn376yXz44Ydm//79diz9/42xlBlIrly5dOzYMV27dk0dO3ZUVFSUfHx85OrqqjVr1kiSunbtqtWrV6tYsWKyWCxKSUmR9GAoX/Hixe1Z/CwrMTHROpQ9R44cOn36tFq2bKl33nlHr776qlq1aqX69etr27ZtSkpKsrZZ9uzZlZSUpJ07d6pkyZKSHjxpsWDBgnarS1YWHR2t5s2bq3bt2urcubPeeusteXt76+TJk6pYsaLGjRun0aNH6+zZs9Zb+ZycnJScnGx9jQYNGujbb7/ltksbi46Olre3t5o2baq9e/cqPDxcDRs2lKOjo9auXav3339fGzZsUM+ePdWhQwft2rVL06dPlyRVrlzZOndU6dKlVbRoUTvWBH9l9erVOnXqlOrUqaMuXbqoZMmS+uqrr5SYmKh58+bp5ZdfVv78+SU9uBVeknUy3g0bNigiIkJfffWVnnrqKTvWIutJnVsxMjJSkyZN0lNPPaXbt2/rjTfeUEREhCQpb968WrRokUqVKqVcuXLp6tWr1u09PT0VHx8vT09PTZgwQY6OjszR9wQ9/Nnu379ft27d0oABAzRgwAB99NFH+vLLLyVJmzdvlsViUd++fa3HP6lPpd2yZYtu376tNWvWqG7dunarC/7cjRs3VKRIEQUFBWn48OEqXry4AgIC1L9/fxUvXlydOnXShQsXrH8HtWvXliT17NlT0dHRWrVqlfWhBLCt+Ph4TZw4UZcuXdJnn32mAgUKWJ8ePHDgQF24cEFlypRRQECA5s6dq/DwcCUlJUmS8uTJox9++EF37txRfHy8dS4w2NeNGzes/9+iRQu5ubnJw8NDo0ePlq+vr/bt2ydnZ2dVrVpVzz77rA4ePGhd393dXblz59alS5c0dOhQPf300/aowt9GKJUBjBs3TvPmzdOKFSuULVs2nT17VqGhoSpdurTc3NwUEBAgSXr55ZcVHBys48ePW58Exj3c9pWcnKylS5fqk08+kSSdO3dOgwcPVrZs2XTgwAGdOHFChQsXVps2bbR69WrFxMSkaTMnJycNHTpUEyZMkPTggBC2FxMTo6ZNm+r555/Xp59+qn79+unrr7/WjRs39Mknn6hly5ZycnLS888/r2XLlunChQvWYCp1UvtUhQoVslc1sqRbt25Zn8L12WefWZ/qlStXLk2ZMkVLly5V2bJlNW3aNK1cuVLdu3dX9+7dtXfvXi1ZskQSc9JkBH369NH777+vWrVqyc3NTd9++62aN2+u5cuXa8SIEXr55ZfVsmVLnT59Wjlz5rSGxbVq1dK9e/f03HPPcYJsY6nHKFFRUWrQoIGaNGmi/fv3q3v37ipdurSyZ8+uMmXKqFChQvr222917tw5rVu3TrNnz9bPP/8s6cHcKJ06dVLhwoWt4THf1yfj4UBqxIgR6ty5s+bMmaNbt26pe/fu8vf319KlS7VixQpJ0qZNm/4QTDVs2FAVK1aUp6fnH+ZBQfpQsmRJDRkyRG+88YbWrFmjwYMHa8CAAfryyy/1448/qlq1amrSpImSkpKswbH04Ht34cIFPffcc6pYsaIda5B17d27V3v27LEe43h7e1v3dbVr11ZgYKCmTJmiu3fvasaMGWrfvr06deqklJQU3b9/X3nz5tX+/futF8JhX4mJierUqZOmTp2qhIQEhYSEyMPDQ1u3btWYMWPUpk0bvfTSS+rSpYv69eun8uXLq2/fvpIezJV66tQpff7552revLmcnNL/s+1ILNK5qKgonTp1SnPnzpW/v7/Wr18vSdYEOzY2VtKDKxSnTp3Szz//rGzZsikpKYknQ6UDjo6Oyp49u5YsWaLExETrhOXXr1+XMUaTJk3SlClT1LBhQxUqVMh6lVGSAgICtGjRIlWtWlU5cuSQxMG2vXzxxRc6cuSIxo4dK0mqU6eOPD095e3trYYNG8rLy0vz58/Xf/7zHxljtHjxYoWEhMjf318SE3zaizFGW7duVY8ePTRz5kxJUpcuXRQREaFGjRrJz89PycnJ2rhxo2bPnq3Jkydr165d6tChg0JCQvTxxx9r9uzZdq4F/kpcXJzef/999ejRQ1999ZVGjRql/v376/Lly/ryyy81Z84c9ezZUx07dtTp06dVt25dNWzYUGfPnrXuH4cNG6Y+ffqwv7QDR0dHxcbG6qmnnlKrVq302WefycXFRefPn9egQYMUHx8vf39/BQQEKC4uToMGDVLVqlV169YtrVq1Svv27ZMktW7dWhIXbZ60hye+/vrrr/Xxxx8rPj5e8+bN0927d+Xv7688efJo/fr1unfvnqQHwVS2bNnUv39/XblyRb6+vhowYIBy5sxpz6rg/1CqVCmNGjVK+fLl06pVq7Rq1Sr5+fkpJCRE+/bt05AhQ/Tbb7/ptdde06BBg3Tw4EE5ODjI19dXI0eOtHfxs6zNmzfr4sWLio+PV65cuVS7dm3NmzdPkZGRaty4sRo2bKjw8HDlyZNHQUFBmj9/vkaNGiUHBwdly5bN3sXH72TLlk1t2rRRXFycTpw4ocmTJ6t79+6qWrWq9cmWAwYM0HfffSdPT0+5uLjoxx9/VKdOnaz71vz586tEiRL2rsrfkv5jsywub968Wr9+vRISEuTk5CQHBwd5e3vrqaee0pEjR1SjRg25urqqSJEiOnbsmCwWi/Xxn0gfevXqpW+//VY7d+5U3rx5FRYWJklasWKFli9frm3btqlKlSpydXXV559/rp07d+rChQvKli2b6tevrw4dOti5BnjjjTd0+vRplSxZUqdPn9Y777yjzp07y9fXVyNGjNDrr78uLy8v3bp1S9euXdOoUaM0c+ZM9e7dW/v371fDhg3tXYUsyWKxqH379nr55ZclSbNmzdKePXt09epVnT59WtevX9ezzz4rSVqyZImKFi2qMWPG6MaNG6patapeeeUVeXp62rMK+B9u3bql5ORkubi4qHz58rp3756aNGmiIkWK6PDhw/Lz81Pfvn3Vvn17vfTSS2ratKmqVaummjVr6syZM9ar+dwSbT+//vqrLl++bB2ldv36dU2cOFE7d+5Unjx5dODAAR08eFDz589Xvnz5VKtWLfXt21fPPfecqlatKm9vb+trcdHmyfvmm280ZcoUHTp0SHXr1lW+fPm0bds2rV69WlevXtWxY8e0e/du5cqVy7rN3bt3tXv3bjk4OGj16tXcFpTOpaSkyMHBQd9++61+/PFHrVq1Si1atFBISIiaNm2qwYMHa9iwYTp58qRatGihZcuWydXVVTVq1FDu3Ll5iqKdvPvuu9q8ebO6dOmiTz75RFWqVNG3336rDRs26O7du/rmm2/UrFkzGWO0ZcsWWSwWde3aVVLaUZD0o+mHxWJRw4YN9fLLL2v06NFq0qSJTp48qSJFiqhhw4aKiIiQr6+vunfvrvfff18zZsxQ586d1b59e82bN0+SMtTt7BbDpaV0Jzk5WY6OjoqPj09zNSk+Pl5PP/20KlasaJ1Dqlu3bvr666/VsGFD7dixw15Fxl9IDQhTr/rWr19fb7/9to4fPy6LxaLSpUsrW7Zs2r9/v5YsWaLNmzdr+PDhcnJyUpcuXZQ9e3YeS25nqd9HSerXr5927typXbt2aeLEiUpMTNTs2bPVsGFDTZ48Wbly5ZKvr6/OnTunhQsXauXKlTp06BDzudlB6ncvISFBOXLkUFJSkrZt26Y1a9aobNmyeuedd3Tw4EFt3rxZgYGBypcvnzZu3KjGjRurbNmyWrZsmb2rgP/h9wdacXFxOnPmjKZMmaKaNWuqUKFCWrhwoRwcHDRgwABVq1ZN/fv31+rVqzV27FjVr19fw4YNs2MNsq7Uk95UBw4c0M2bN3XmzBkdPnxYK1asUPPmzbV//35VqlRJrq6ucnd316uvvioPDw+99NJLslgs1qkLYDsxMTF66aWXVK5cOQ0ZMkQVK1bU999/ryVLluiXX37Rtm3bVL58eev6TZo0sc5JdP36dfaFGcT27dvVvn17LVmyRC+++KJCQkLUrFkzvfnmm3rxxRd16tQplSxZUk899ZTi4uKUkpKSJoiEbcXFxSkgIEAtWrRQyZIl1adPHy1fvlyrV69Wu3btdPfuXdWrV099+/bVyJEj9eWXX2rHjh3q2bOnmjdvbu/i4/8zxujYsWNKSUlJc0H0o48+0okTJ3Ts2DH5+/tr6NChkqSff/5ZS5YsUaVKldSrVy/5+/urePHimj9/vqQ/7mvTu4xT0izE0dFRZ8+eVefOnbV3715JD/5QR44cqUqVKlkDqe7du+v8+fO6deuWbt++LU9PzzT3d8N+Uu/hvn//viTJx8dHmzZtUmBgoGrXrq1jx45p9uzZWrdunYwx1nkWmjdvriFDhmjw4MEqUqQIgZQdpbZh6iSQkjRv3jy1atVKtWrVUsOGDbV48WI1bdpUzZo1U8mSJTVgwAAFBASoYsWKunfvngICAjgItxMnJyedPXtWL730kvbs2SMnJye1bt1a3bp109WrVzVhwgQ1btxY7du3V5kyZeTn56f27durSJEi1kDq4bnAkL48HEgtX75cgwYN0vr169WzZ08VK1ZMAwcO1Ouvv66EhATFx8erf//+mjhxoqpUqSJJ1hFysJ2EhIQ0B8mnT59WXFycnn76abVt21aNGzfW5cuXlZiYqFatWqlBgwY6c+aMNm3apNjYWM2fP18NGzZUtmzZrIEU39EnL3VfeO/ePeXOnVtfffWVwsLCNGnSJIWGhqpFixZ65513dODAgTSBlK+vr/Lnz29tKx4SkX48PB4hMjLyD7/fs2ePXF1dVblyZZ04cULNmzfXq6++qrffflvz5s3T+++/rw4dOuinn36Ss7MzgZQdJCYm6tKlS5IkZ2dnvfzyyypZsqTWrFmjlStXKikpSfPmzZOrq6uWL1+ud955R5s2bdKtW7fUqVMn3bx5UydOnLBzLfCw8PBwDRw40DrIJHX/VqBAAX3zzTfq1q2b7t27pwMHDqhJkyaqUqWK/Pz8FBMTIx8fHzk4OGTYQEqSZOvH/eHPRUREmB9++MEY8+ARjhUqVDCNGzc2HTt2NIcOHTLGGBMTE2Ndv0ePHqZ27drWR3beuXPHeHh4mNDQUNsXHn8qODjYtG3b1hw8eNDcvHnTjBs3zkRHR5vRo0ebNm3amP79+5vw8HBz5MgRc+XKFdOyZUvj7+9v72LjIaltuGfPnjTL33jjDdOgQQOTnJxsJk6caJ5++mlTvHhxs3btWjuVFMb873704MGDxhhj7t+/b7777jvTu3dvM3ToUGOMMT/99JMpVKiQ6dKli/W1kpOTbV8B/C3BwcEmNjbW+vPx48dNUFCQ+fXXX82lS5dM+/btrb+bPXu2KVu2rHn//fety37/SHs8eRs3bjRvv/229eeRI0eatm3bpnns+I0bN8zatWvNqlWrjI+Pj9m2bZv1d9evXzeurq5m4MCB1mV8R20ndV/4448/GmOMiYyMNC+88ILp1auXCQkJ+cP6TZo0MW3btrX+TFulHw/3fyNGjDCNGjUy165d+8N6I0eONHXr1jV58+Y1n3/+uYmJiUmz7ZEjR8xvv/1mkzIjrZSUFPPSSy8Zf39/a9sdP37cREREmAEDBpgDBw4Yf39/U65cOePr62sWLFhgIiIiTIUKFcyxY8dMcHCwqV69ujl9+rSda4Lf69+/v3U/l5SUZF0+Y8YMc/z4cdO3b19TunRpM3nyZGOMMVOmTDGLFi0yXbt2NVOmTDHGZNz+llAqHYiPjzdvv/22GTNmjLl27ZqpVq2aWbx4sQkPDzdvv/226d69uwkMDLSu37lzZ1OjRg2TmJhojDHWg/OH/3hhe392Quzj42M6dOhgzpw5Y12vZ8+exmKxmEOHDpkzZ86YHDlymOXLlxtvb29rqMFJk338nXDYGGOio6NNt27dzODBg40xD3YKW7ZsMcY8aDvaz/b+Tj965MgRY8x/g6k+ffqYd9555w+BcEbdoWcF0dHRxs/Pz8yfP9+67OHvW3x8vGnSpEma3y9YsMBUrFjR7Nq1i++mnQQHB5uiRYua7du3m8mTJxsHBwdrUJicnGw9fvn111/N559/biZOnGiGDh1qVq5caWJiYkynTp3Myy+/bH09vqNP1v/aF+7fv98Y8yCYateunenTp0+aY5zGjRsTSGUAI0eONBUrVjRNmjQxzz//vAkPDzfGpG2v4cOHm48++sgYY0zbtm1NgwYNzJgxY9JcJId97N6927Ru3dq89957xtfX17Rr184YY8zNmzeNMcYEBASYrl27mrlz55rnnnvO3Lhxw5w+fdrcuXPHGGOs7Q37i4iIMKtXrzbGGDNx4kTz7LPPGmMeXFQbOXJkmnUHDhxoOnToYIwxZseOHcbf39/8/PPPZseOHeb69eu2LfhjRiiVTuzcudM4OzubokWLmlWrVlmXHzlyxLz55pumf//+5uTJk+batWumY8eOJiEhwRjz4OQK9ve/TojfeuutNMHijz/+aFavXm0iIiKMn5+fmTNnjrly5Ypp1KjRn15xhG38nVDj6NGjxpgHJ8Hbt283L7zwgvnuu++sr8EJr339nX70xIkTxpj/BlMdOnQwhQoVsq7LCVT6Exsba06dOmUNLgYPHmxee+01Y8yD722PHj3MrVu3THJysrl//74ZN26cdRRcqjlz5tC/2klgYKCJj483CxcuNG5ubqZSpUrmm2++MVWqVDErVqwwxvy37/ztt9/MkSNHTFhYmHnvvfdM27ZtTZ06dUz37t2tr8d39Mn6O/vCX375xRhjTFRUlGnXrp3p16+fuXjxomncuLH15NgY2iq9mjp1qrFYLNaf27RpY/z8/KwntantlpCQYL7++muzZs0aExsba5YtW2a++OILc/fuXbuUGw+kngMGBweb4sWLm8qVK/9h/3b58mVTpUoV880335jJkyebDh06mJMnT9qjuPgfoqOjTe3atc28efOMMcZs3brVNG/e3BhjzOjRo03fvn2NMf/dR549e9bcuHHD3L9/3zRt2tRMmDDBPgV/Agil7Oj3gdK4cePMkCFDTFRUlPnyyy/NL7/8Ym7fvm2WLVtmhgwZYt5++21z48aNv9we9vV3TohTh8pGR0ebkSNHmi5dulivVmT0hDsz+LvhsDEPvn9du3Y1L7zwgp1KC2P+eT86dOhQExwcbIx5MLp006ZNZsCAAebOnTuEiulU7969TfXq1a3t9vrrr5sePXqYpKQkU79+/TSBhTHGnDhxwuTJk8ds377dHsXFQ2bOnGkKFy5sbt68ac6ePWt8fHysI4K3bdtmihYtmuY2PWOMdRS4MQ9GoY4bN876MyGHbfydfeGxY8eMMf8dMeXm5mZ8fX2t69JW6cfv922zZs0y9evXN5s2bbIu8/PzSxNMGWPMvXv3TO/evc1LL71kfR3OPezr4btiXnvtNdOwYUPTvHlzM378eBMUFGT93f37983w4cPNzz//bH777TczbNgw88ILL5iEhASOddKJqKgoU69ePWOxWEx8fLwxxpjPP//c1K5d29y/f99MmDDBGvKfPXvWejHAGGOee+454+PjY/05M7RpBpsBK/NISkrSa6+9po8++si6rHDhwjpw4IB+/PFHLV26VGvXrtXevXsVERGhpk2bKiYmRrNnz9bly5clPZjIF/b18CTYTZs21fDhw9W9e3f5+flp2bJlOnz4sMqWLau6desqZ86c+uKLL3ThwgVlz55d7u7uateunXUi7GLFitmrGlnaP2lDZ2dnLVmyRMHBwXJyctLbb7+tAwcOWB8+ANt6lH703r17WrVqlS5fvixHR0e1adNGH330kQoUKJBhHpub1cyfP1/FixfX4MGDFRQUpFmzZmny5Mlq1KiR3N3dtXz5cuu6KSkpqlmzpjw8PHTy5EnFx8fbseRZ2+rVqzVx4kTt2bNHhQsXVuXKldW3b1+NHTtWGzZsUL169bR48WJ9/vnnOn/+vHW7bNmyWSd4HTFihCZMmCApg07cmoH8033hsmXLFBQUpLx582r58uWqXr269YlRtFX6YR56Uun+/ft169YtDRgwQAMGDNBHH32kL7/8UpK0efNmWSwWvfLKK7p+/bokycXFRd26ddPevXt17NgxWSwWzj3sLPXBA507d9bly5e1b98+zZ49Wz/99JOWLl2qkJAQSQ/OEZs1a6ZixYqpaNGiGjhwoObPn6/s2bNzrJMO3Lt3T88884zatm2ryZMnq2zZsgoJCVG/fv303XffycnJSc7Oztb1R40apSlTplh/fu6557Ry5UpJD/rbzNCm7DHsJDIyUhUrVtS+ffu0fPly+fv7K1u2bHJ2dpbFYtHmzZs1YsQIbdu2TZGRkXr++ef1wgsvaMeOHTpy5Ii9iw/98xPiZs2a6d69e1q2bJkiIyPVo0cPde7cWVLaJ6HAdh411Pjqq6905coV1alTRwsXLpS3t7cda5F1PUo/+vzzz+uHH36w9qOOjo7KnTu3nWuCv5KYmKhs2bJp69atMsZo2LBhCgoKUrdu3ZQ/f34tXbpU0oM+NDY2VkeOHFFMTIymTp2qQYMGKWfOnHauQdY0d+5c9e3bV/Xr11dCQoLWrVun5557TlevXlVMTIxGjRqlfv366eeff5anp6eCgoIkPXhibXR0dJqARHrQvoQcT86j7gsDAgJ08eJF5cqVSwEBAXrrrbckibZKJx4OpEaMGKHOnTtrzpw5unXrlrp37y5/f38tXbpUK1askCRt2rRJFotFffv2tQZTDRs21Lhx41SqVCm71QMPbN++Xa1bt1aXLl10//59bd26VZJUpUoVTZ06VYcOHdKCBQusIX/r1q1VtmxZSVK5cuV4AmY6cefOHdWqVUuXLl1Sz549NXLkSPXq1Us+Pj66dOmSXn31VW3fvl0pKSlydXWVJLm6uqpGjRrW1+jXr5/1O5lZ+tvMUYsMqFChQnr77bfVqVMnjRgxQt9884369++vDz/8UNWqVVPOnDlVsGBBRUREqEyZMpKkevXqKTY2VsHBwXYuPaRHPyHesWOH9u7dm+ZqU2ZIuDOifxNqHD58WI6OjvLz87PuNGBbj9qPxsXF0Y9mAHFxcdqxY4e2b9+u69ev6/vvv1dcXJzq1aunc+fOpQkzLBaLzp07pw8++EBTpkxRvXr1lD17djvXIGsKCgrS9OnTNXv2bJUpU0aBgYFq0aKFLl68qO3bt6tZs2Z644031LdvX3311Vf6+OOPNWjQIH3yySd66aWX1LNnTx09ejTNa7KPfLL+zb7w+PHjkqRcuXIRXKQzqd+bUaNG6euvv9bHH3+s+Ph4zZs3T3fv3pW/v7/y5Mmj9evX6969e5IeBFPZsmXTgAEDdOnSJeXKlUt9+vRR4cKF7VmVLO/HH3/U3LlzVaJECZUtW1aLFy/Wvn371KlTJ+3YsUNly5bV3Llz9csvv2jx4sU6d+6cvYuMvxASEqLu3bvrrbfe0tChQ3Xw4EFNmTJFvXv3VsWKFeXg4KCWLVvq6NGjypUrlyTp6tWrKlCggJ1L/mQxBtOGbt26pR07dlhHx+TMmVOfffaZcuTIoVq1amndunXq2LGjpAdXh2/duqXQ0FB5eXnJGKOFCxcqOjraug7sK/WEeM2aNRoxYoTi4+O1ePFieXh4qFChQsqZM6dy5sypiIgINWjQQNJ/T4jPnj1r59JD+ndtmBpqZJYrFBkF/WjWERoaqtGjR+vYsWMaNGiQZsyYocTERHXp0kUTJkzQuHHj9Pnnn6t3796qU6eOateurZiYGN29e9feRc/SXF1dtW/fPhUuXFhhYWHasGGD8uTJo9q1a1tHZBw7dky1a9fWTz/9pPnz52vevHm6d++enn76aeXNm1deXl52rkXW8jj2hUifvvnmG02ZMkWHDh1S3bp1lS9fPm3btk2rV6/W1atXdezYMe3evdt68itJd+/e1e7du2WxWLR69Wply5bNjjXI2owx2rx5s1auXKl+/fqpRIkSmj59ukJDQ1WiRAmVKFFC48aNU8uWLTV+/Hh99NFHGjt2rL788ktNmjTJ3sXHn6hXr57q1asnSRo+fLimT5+uYcOGaffu3apWrZoOHjyoqKgoLViwQHny5JEkXblyJc13NDPibMpGoqKi1KBBA+tVXenBAfdTTz2lgwcPqlu3bpo3b56WLFkiSdq1a5euX7+uEiVKWO//bdmypb7//ntVqlTJTrXArVu3FBAQYP354RNiLy8vrVu3TvXr11eFChWUmJiosLAwTojTmcfVhp06dbJjLbIm+tGspWrVqvr6668VHR2tHj166Omnn1ZISIhu374tFxcX9e/fX1FRUVq+fLnOnDmjVatW6dixY+rXr5+9i54lpc51ki9fPuuoihdffFEnTpzQpk2bFBAQoBUrVmj27Nl66aWXdPv2bRUrVkytW7dWvnz59Prrr2vEiBHq37+/JG5rf9I4nskamjdvrtatW2vx4sW6cOGCWrduLT8/P+3fv1/r1q3Tzp07rbd4SVKTJk1UtGhRpaSkaM6cOcwhZWfx8fHatGmT/P391bp1a9WqVUuFCxfWf/7zH5UvX14zZ87U8uXL1aVLF6WkpMjT01P16tXT3LlzdefOHXsXH38hdd7EqVOnqmzZsvLz81PJkiV1/Phx9erVS+7u7oqKipIkXbt2TRaLRXXr1rVnkZ84QikbiIqKkpeXl1q0aCF/f38NHjxYN2/eVOnSpbVw4UIVK1ZMzZs3V6dOnbR27Vo9/fTTmj59ujw8PPTpp5+qXLlykiRPT880Ow7YFifEGR9tmHHRj2Z+qaFGQkKCpAehRNmyZZUrVy698cYbql69ug4cOKBChQpp1qxZqlevnl5++WVdv35dnTt31sCBA/Xdd9+lmXcBtuPo6ChJWr58uQ4cOCDpwe1D+fLlU/PmzXX06FH17dtXU6ZM0dGjR+Xk5KT9+/crNDRUlSpVUsGCBdMEUdyy9+SwL8zcUvvSe/fuKXfu3Prqq68UFhamSZMmKTQ0VC1atNA777yjAwcOqHz58tbtfH19lT9/fmtYyRxE9pHafvHx8XJ2dtZnn32mypUr66233lLnzp2VM2dOrV+/XmPHjtWJEyeUkJCgKlWqyMHBQTdu3FBUVJSGDBmiggUL2rkmeJgxxrqPe/gui927dytHjhyKjo6WJH344Yfq1q2b6tata30oj5OTU+a/hdbmz/vLYqKjo0316tXN66+/box58Jhdi8ViDh8+bIxJ+zjz8PBwM3XqVOPh4WE2b95sjOGRuulFZGSkcXd3N/379zehoaFm0KBB5saNGyYpKcnaRteuXTPz5s0zfn5+pkGDBqZNmzbGGGNCQ0PtWXT8f7RhxkU/mnUEBwebtm3bmr179xpjjElMTDS+vr7mxRdftK4zffp0U7NmTWu7nzx50qxYscKcP3/eLmXO6h7uHydMmGAKFChgWrVqZQ4ePGiMefBYeWOMWbx4salQoYLJmTOnWbVqlVm/fr3p3bu3GTRokOnXr59dyp4VsS/MGlL70h9//NEY86DdX3jhBdOrVy8TEhLyh/WbNGli2rZta/2Z/aZ9pbbfnj17jDEPjoPWrVtnJk+ebBYuXGi8vb1Nnjx5TOfOnU2BAgXMokWLTGRkpElOTjbR0dHWfhf2FRISYvbv3/+H5VeuXDG3b9824eHhZt68ecYYYzp06GB8fHys6wwbNsyULl3a3L1719y4ccNmZbYXQqknKCoqytSoUcMUKlTIrFy50rq8devW5oMPPrD+fOHCBfPrr78aY4yZOXOm8fb2NpcuXbJ5efHnOCHO+GjDjIt+NHOLiIgwP/zwgzHGmNOnT5sKFSqYxo0bm44dO5pffvnF3L9/36xbty7NNklJSaZy5crmp59+skeR8ZDvv//edOnSxRhjzHvvvWe8vLzMrl27zPjx403nzp2tfeyvv/5qvLy8zI0bN0x0dLSxWCymcOHC1vAxJSUlzb94MtgXZl7/qy9NPSmOjIw07dq1M3369DFnzpyxbtu4cWMCKTv7X+134MCBP6x/4MAB065dO5OUlGT27t37p8EH7CshIcGMHTvWlChRwrRq1cq0bNnSdOrUyXTr1s2UKVPG9O3b18TGxpqkpCTr+r6+vmbSpEnW11i4cKEJCwuzVxVsitv3npDo6GjVr19fXl5eGjNmjL755hvNmjVLklSpUiV98803kqSLFy+qUqVK2rp1qyIiIrRo0SK1a9fO+qQo2Fd0dLSefvppXb9+Xd7e3pKkpk2bqlWrVtq+fbskycnJSSEhIbp48aKKFy+unDlzytnZWTVr1pTERNj2RhtmXPSjmVtCQoL+85//aNeuXQoLC9OLL76oMWPGKCAgQGXLltWnn36qc+fOqUOHDpIePLZeku7fv6/o6Gjr06JgPwULFtRPP/2k9u3b6/vvv9fmzZvVpEkT+fn5qWjRovr88891+vRplStXTlu3blWRIkV079491axZU9OnT7f2yam36nHL3pPDvjDz+r/60tmzZ+vw4cPKmzevvvzyS925c0efffaZQkND1aRJExUsWNC6P01JSaGdbez/ar9Zs2bp2LFj1vVTUlKUlJSkU6dOKTY2Vt7e3nr66aftVwH8QXJysrJnz65hw4bp0KFD6tmzp6pWrWqdkuDZZ59V79695ezsLEdHR6WkpCh79uzq0qWLzp8/b32dV155RSVKlLBjTWzI3qlYZnTjxg1TuXJlM3jwYGPMgyv948ePN+3atTPLli0zBw8eNEuWLDHnzp0zpUqVMv/5z3+MMQ8S0rNnz3KFIp2Iiooy7u7u5pVXXjGffvqp6dy5s5k5c6YxxpjBgwcbLy8vY8yDK8AWi8XMnj3b3Llzx9SuXdtMnTrVnkXH/0cbZlz0o1nDzp07jbOzsylatKhZtWqVdfmRI0fMm2++afr3729OnTpljHkwiiY5OdkEBQWZmjVrcitROjFnzhzj7u5url69au7cuWPu3r1rjDFmw4YNZujQoeatt94yZ8+eNcYYc/v2bTNs2DDTtWtXc+fOHXsWO0thX5j5/Z2+9NixY8aY/46YcnNzM76+vtZ12W/azz/ZFxpjTGxsrKlfvz79aDqUkJBg+vfvb7310pi0o4D9/PzM0KFDzfXr140xab93p0+fNvnz50+zbVbBIxWegHHjxqlZs2aaPn26wsLC5OrqqpEjR2r69OnasGGD2rdvr2eeeUY+Pj565ZVXNGbMGElS9uzZVblyZTuXHpJ08+ZNNWrUSK1atdKMGTMUHR2tu3fvaseOHcqfP7+6d+8uT09PnT9/Xs2aNdPEiRM1cOBAJSYmKiAgQBUrVrR3FbI82jBjox/NvJKSkqxPdGratKmGDx+u6Oho+fn5admyZapatarKly+vunXr6siRI1q8eLH69eunSpUqyWKxaOPGjbp27Zr1UcmwrZ07d+rkyZN68803JUm1atVShQoVdOLECa1YsUKhoaGaP3++7t69Ky8vL/3www9atmyZ+vbtqxIlSqhp06ZKSEhQgQIF7FyTrIF9Yeb1T/vSZcuWKXv27KpataqWL1+uzp07y93dXRIjpOzh3+wLL1y4oKSkJIWHh9OXpjPZs2fX1atXNXXqVDVq1EjJyclydHRUfHy8atSooeTkZDk7O2vLli3q3LmzXFxcJD34DlaqVElDhgzJkg/kofd5AubMmaO5c+dq/Pjxql69ujp27Khp06apd+/eatSokVasWKGaNWuqV69eeu+99yT999GQSB9+f0KcJ08ejRw5UvXr19eGDRt04cIFPfPMM2rVqtWfnhCzY7c/2jBjox/NnJKSkvTaa6/po48+si4rXLiwDhw4oB9//FFLly7V2rVrtXfvXkVERKhp06a6d++eVqxYocuXLysxMVFRUVGaNWsWTxayg4SEBB05ckRr1qzRhg0bdOXKFQUHB+vu3bvasmWLPvvsM40dO1anTp3StGnT1KFDB3Xt2lVnz57VunXrlD17drVo0ULt27eXpDRP28OTwb4wc3rUvjQgIEAXL15Urly5FBAQoLfeeksSt2ba2r/ZF169elXu7u764IMPsmR4kZ6lHoe+/vrriomJ0b179+To6KiEhATVrFlTtWvX1sWLF9WkSRPNnz/feltmaiicLVs2jRw5UqVLl7ZjLeyDHugJSJ0T4ZVXXtHs2bNVuXJlLViwQDdv3lTz5s21b98+ubq6Wq9OIP3hhDjjow0zNvrRzCkyMlIVK1bUvn37tHz5cvn7+ytbtmxydnaWxWLR5s2bNWLECG3btk2RkZF6/vnn9fzzz2vHjh0KDAxU9uzZNW7cOHXt2tXeVcmScuTIoa5du2rIkCH6+OOPVbZsWaWkpGjatGlq0aKFChUqpFatWilXrlx6+umn5ejoaH3M/P79+3X//n1ly5bN+nrMIfXksS/MnB61L/3hhx90/PhxSVKuXLlUqlQpO9cka/o37ffLL78oW7ZseuaZZ5QrVy57VwUPSQ13q1WrpsOHD+vq1au6f/++WrZsqZw5c2rt2rWSpEGDBqlBgwbq1auX7t69KwcHB2u/myNHDruV3564fe8JMMbIYrHIzc1Nbm5ukqTJkycrLCxMPj4+ev3111W0aFGtW7dOERER6t+/P1co0pmHT4irVq2qkydPasGCBWrbtq2aN2+u8ePHq3Tp0pwQp2O0YcZGP5o5FSpUSG+//bbWrFmjESNGKD4+XosXL5aHh4cKFSqknDlzKmfOnIqIiFCDBg0kSfXq1VNsbKyCg4MlPRjBAds6c+aMqlWrJkkqWbKkcufOrcDAQFWtWlXFixeXl5eX4uPjreuvWrXKegX/wIEDOnz4sHx9fdMEUrAN9oWZ06P2pXFxcda+FPbzONrP0dHRnlXAX0hKSlKJEiVUvXp1nTx5Ur6+vipYsKBCQkJ04MAB66T0n376qfbt26dx48ZpxowZWf4YllDqCXj4yl/qfaShoaHy8fFRnz59NGHCBEVFRSkqKkqrVq2SMUYDBgywY4nxe5wQZ3y0YcZGP5p53Lp1Szt27FDnzp0lSTlz5tRnn32mHDlyqFatWlq3bp06duwoSUpMTNStW7cUGhoqLy8vGWO0cOFCRUdHq1OnTvasRpY1b948ffDBBzp16pTy5Mmj+Ph4TZ06Va+//rq8vLw0a9YsXb16Vf3799etW7eUkpIiZ2dn69xuDg4O6tKli0aMGCHpv30zbIN9YebxuPrS1HVgW+wLM6fUY9SEhATlyJHDOk9Yrly5tHv3bj3zzDNatmyZPvzwQ7377rsKCAhQ4cKFFRUVJXd3d+XKlYs53UQo9cQ5Ojrq/Pnzql27tkaPHq13331XkpQ3b14NGjRIKSkp8vPzs3Mp8XucEGd8tGHmQT+acUVFRalBgwbq0aOHdVloaKieeuopTZ48Wdu3b9e8efMUHR2t3r17a9euXSpcuLBKlCih7Nmzy2KxqGXLlurWrRtzZ9jBokWLNHr0aK1Zs0bHjx9Xrly5VKdOHa1YsULFihXTzZs3dfPmTX377beKiIjQ9u3bNXPmTLVr104tW7aUJHl5ecnLy0sSkynbA/vCzIG+NGOj/TIvR0dHnT17ViNGjNCIESPk7e2tlJQU3blzR1WrVtXAgQMlSc2aNdPGjRsVERGhokWL6tq1a7pz547effdd9ouSZIcn/mU53377rXn//fetPycnJ1sf/8jjVzOGc+fOGRcXlzTtaMyDx1uPHz/eXLp0yU4lw99FG2Zs9KMZT2RkpHF3dzf9+/c3oaGhZtCgQebGjRsmKSnJ2mbXrl0z8+bNM35+fqZBgwamTZs2xhhjQkND7Vl0GGO+/PJLU6hQIXP8+HETHR1tXF1dzfLly40xxty/f9+6Xnh4uJkzZ46pWrWq6dKlS5rXSEpKsmmZ8X9jX5jx0JdmbLRf5hMREWF++OEHY4wxp0+fNhUqVDCNGzc2HTt2ND///LMxxpiQkBATExOTZrvatWubpUuXWn+Ojo62XaHTOUIpG+PkKWPihDjjow0zD9or/YuOjjbVq1c3r7/+ujHGmJ07dxqLxWIOHz5sjPljqDF16lTj4eFhNm/ebIyhje1t2bJlxmKxmCFDhliXDRgwwLRp08bEx8dbl926dcsYY0xYWJhp1KiRNbRC+sW+MGOhL83YaL/MJz4+3rz99ttmzJgx5tq1a6ZatWpm8eLFJjw83Lz99tume/fu5ujRo3+6be3atc3ChQttW+AMgrFiNsbwvIzp2Weftd4ylHr7QWpb0qYZA22YedBe6Vt0dLSefvppXb9+Xd7e3pKkpk2bqlWrVtq+fbskycnJSSEhIbp48aKKFy+unDlzytnZWTVr1pREG9vTokWL9MYbb6hnz56KjIzUzJkzZYyRr6+vzp07Z30y0LBhw/TCCy9IkmbMmKFLly6pW7du9iw6/gb2hRkHfWnGRvtlTjly5NBzzz2nadOmqU6dOho7dqx69+6t4sWLq0ePHipcuLDmzZun06dPW7cxxkh6MO1E+fLl7VX0dI2/dOAfYgeR8dGGwJMRHR2t+vXry8vLS2PGjNE333yjWbNmSZIqVaqkb775RpJ08eJFVapUSVu3blVERIQWLVqkdu3aqUyZMvYsfpa3cOFCvfvuu9q9e7eWLFmiUqVKadeuXVq2bJl8fHxUokQJ3bhxQ++//76++uorLVq0SJLUpEkTbdmyRRaLRcnJyXauBf4u9oXpF31pxkb7ZT5JSUnW/2/atKmGDx+u7t27y8/PT8uWLdPhw4dVtmxZ1a1bV87Ozlq8eLHOnz8v6cHcfkePHtXt27dVokQJe1UhXWOicwAA8K/dvHlTjRo1UqtWrTRjxgxFR0fr7t272rFjh/Lnz6/u3bvL09NT58+fV7NmzTRx4kQNHDhQiYmJCggIUMWKFe1dhSxt69ateu2113TkyBHrVfqhQ4dq1qxZWr9+vWJiYrRnzx7NnTtXs2fP1t69e61XfFu3bm19HR5TDvw79KUZG+2X+SQlJem1116Tu7u79UmyhQsX1vbt2/Xjjz9q6dKlqlu3rho2bKiIiAg1bdpUW7Zs0YoVK9S3b1+VKlVK1atX16ZNm1SuXDk71yZ9spjU8WQAAACPKPWJXbNnz9b169fl6uqquLg4TZ8+XYGBgWrfvr18fX3l4+Ojnj176r333rNvgZFGSkqKrl69qnv37mngwIFq3ry5nnrqKTVp0kSzZs3S+fPnFRUVpZ9//lmHDh1SyZIllZSUZH38NYDHg740Y6P9Mp/bt29r3rx5+vnnn/Xiiy9qx44d8vLy0urVqzVkyBC1aNFCsbGxGjNmjFxdXTVmzBht2bJFH3zwgYYNG6Z27drZuwrpHqEUAAD414wxslgsGjt2rGbNmqVmzZqpTp06euWVVxQQEKDt27fr4MGDevPNNzV+/HhJ/53TBvaV2naStHfvXv3www/asWOHjh07pjfeeEPvv/++nnnmGe3fv1+jRo3S2LFjJdF+wJNAX5qx0X6ZU3x8vNasWaORI0cqPj5ed+7c0aFDh1SoUCFVqFBBktS1a1e1adNGPXv21M2bN9W6dWu9+OKLeuedd+xc+vSPv34AAPCvpYYar7zyimbPnq3KlStrwYIFunnzppo3b659+/bJ1dVV7u7udi4pfi+17SSpUaNGeu+997Rt2zb9+uuvGjp0qBYuXKgzZ87otdde04ULFzR37lxJD+Yk4tom8HjRl2ZstF/mcOvWLQUEBFh/zpkzpz777DPlyJFDXl5eWrdunerXr68KFSooMTFRYWFhCg0NlZeXl4wxWrhwoaKjo9WxY0c71iLjYKQUAAD41x4ebfOwsLAw+fj4qHPnzipatKj279+vZs2aqX///nYoJf6Oh6/aT548WTNmzNDRo0dVvHhxTZgwQSdOnJCnp6f1KW4AHh/60oyN9sv4oqKi5OHhoR49elhvrwwNDdXEiRM1efJkbd++XcuWLVO3bt3Uu3dvbd++XYULF9akSZM0bdo0lStXToGBgSpcuLDKli1r38pkEEwEAAAA/rWHD8KTk5Pl6Oio0NBQ+fj4qE+fPpowYYKioqIUFRWlVatWyRhjnXsD6UtqIDV69GitWLFCe/fuVfHixSVJb775pkaPHs1cUsATQl+asdF+GVtUVJS8vLzUokUL+fv7a/DgwRo3bpxKly6thQsXysHBQc2bN1dcXJzWrl2refPmqUCBAtqyZYs+/fRTawjl6elp55pkLBxRAACAx8rR0VHnz59X7dq1NXr0aOuImrx582rQoEFKSUmRn5+fnUuJ/yUoKEgrVqzQ999/rwoVKig5OVkWi0X58+fXRx99pFy5ckn661EBAP49+tKMjfbLWGJiYtSwYUM1b95cs2bN0o8//qjZs2erd+/eKlKkiJKSkuTg4CBXV1e1bdvWGiy+/vrrkqTSpUvbuQYZF7fvAQCAx27Lli06duyY9SA8JSVF0oNROEzqmjHExsbKxcXlL5+yRyAFPHn0pRkb7ZcxREdHq2HDhgoPD9fMmTPVtWtXSVKbNm3UuHFjjRo1SpIUEhIiBwcHlStXTrNmzdJXX32llStXqkyZMvYsfoZHKAUAAJ4oDrwB4N+jL83YaL/0KTo6WvXr15e3t7dq1KihgwcPqlGjRho0aJDeeOMNHTp0SAcPHtTFixdVoUIFzZo1S127dlWzZs3UvXt3DRs2zN5VyPC4fQ8AADxRHIQDwL9HX5qx0X7pz82bN9WoUSO1atVKM2bMUHR0tO7evasdO3Yof/786t69uzw9PXX+/Hk1a9ZMEydO1MCBA5WYmKiAgABVrFjR3lXIFBgpBQAAAAAAspTUSeZnz56t69evy9XVVXFxcZo+fboCAwPVvn17+fr6ysfHRz179rQ+jQ+PF6EUAAAAAADIUlLnRhw7dqxmzZqlZs2aqU6dOnrllVcUEBCg7du36+DBg3rzzTc1fvx4SdyG+STwaQIAAAAAgCwl9WEdr7zyimbPnq3KlStrwYIFunnzppo3b659+/bJ1dVV7u7udi5p5sZIKQAAAAAAkKX81VNkw8LC5OPjo86dO6to0aLav3+/mjVrpv79+9uhlJkfE50DAAAAAIAs5eFAKjk5WY6OjgoNDZWPj4/69OmjCRMmKCoqSlFRUVq1apWMMdZ5qPD4EEoBAAAAAIAsy9HRUefPn1ft2rU1evRovfvuu5KkvHnzatCgQUpJSZGfn5+dS5k5cfseAAAAAADI0rZs2aJjx45ZA6mUlBRJkoODAxOcP0GEUgAAAAAAAP8fIZTtEEoBAAAAAADA5oj+AAAAAAAAYHOEUgAAAAAAALA5QikAAAAAAADYHKEUAAAAAAAAbI5QCgAAAAAAADZHKAUAAAAAAACbI5QCAAAAAACAzRFKAQAAAAAAwOYIpQAAAAAAAGBzhFIAAAAAAACwOUIpAAAAAAAA2ByhFAAAAAAAAGzu/wFYI2wOL6Fg3wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Setting X and y\n",
    "y = data[\"诊断结果\"]\n",
    "X = data.drop([\"诊断结果\", \"ID\"], axis=1)\n",
    "\n",
    "# Selecting the first 10 features\n",
    "selected_features = X.columns[:10]\n",
    "\n",
    "# Standardizing X\n",
    "scaler = StandardScaler()\n",
    "X_standardized = scaler.fit_transform(X)\n",
    "\n",
    "# Extracting the standardized values of the selected features\n",
    "X_selected_standardized = X_standardized[:, :10]\n",
    "\n",
    "# Plotting the boxplot for the standardized values of the selected features\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Setting the font for displaying Chinese characters in the plot\n",
    "plt.rcParams[\"font.family\"]=['SimHei']\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.boxplot(X_selected_standardized, vert=True)\n",
    "plt.xticks(range(1, len(selected_features) + 1), selected_features, rotation=45)\n",
    "plt.title('箱线图 - 标准化后的前10个特征')\n",
    "plt.ylabel('标准化值')\n",
    "plt.grid(True, axis='y', linestyle='--', linewidth=0.7, alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "34695678",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns # 导入Seaborn\n",
    "# 绘制小提琴图\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.violinplot(data=pd.DataFrame(X_selected_standardized, columns=selected_features), palette=\"Set3\")\n",
    "plt.title('小提琴图 - 标准化后的前10个特征')\n",
    "plt.ylabel('标准化值')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d16520ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cYf78+Rk+99KlS9y/f5+ff/6ZqKgoBgwYwIABAzh+/DgHDx5k48aNOXYrFkII8e8nCagQQpQwMTExBAUFAZjfC5pX9evXx9ramiNHjpgTm8TERG7cuGFuvcyr2NhYAgICsLGx4a233uLgwYMsWbKEcuXK0alTJ7755huLVsYFCxawatUqDh06ZO72OXbsWN555x2OHTuW53hKly5tToicnZ0tlr333nt89tlnbNu2jZ49e6LRaMzdWhMTExk7diwffPAB7u7u5jobN240D0L0eHL7kK+vr8X8w+duH7dlyxZeeuklHBwcOHPmjPk1M0+jT58+9OnTxxxT3759iYqKynRda2tr3nzzTfz9/enRowcGg4GuXbvi4uLCjBkzAMzPss6YMYNhw4ZRtWpVunbtmmFbD1/X8/CVMTqdjhkzZrBv3z52797Nhx9++NT7IoQQ4t9HElAhhChh9u7dy82bN4H0H/sPPUzS/klS6uLiwvPPP8+0adPo0qULKpWKuXPnYjKZaNeuXb7E7ebmxtatW3n22WfR6XT88MMP5mU2NjZ89tlnJCcnM3PmTIt6SqUSOzs7ID0ZKl++fL4koNnx9vbm8OHDNG7cGIDk5GRzkqrT6fD19eXLL79k2bJlmdZ/PLnNLY1Gw2effcZbb71FeHg43bt3Z+fOnRYt0vnNwcGBNWvW0L59e3MX3NWrV2Nra4udnR3Xr183j6584MABatWqxbhx47Ld5uTJk/n999959dVX+eWXXzIk3kIIIf7bZBAiIYQoYfr378+ePXvYs2cP27ZtM5c7Ozvz6aefWjyf+TS++OILTp06RZMmTejZsyfjx49n6NChFs9a5lWrVq2yHCCncuXKLFq0iLi4uHz7vOyEh4cTEhJCSEgICQkJGZY/TD4NBgPx8fHmBNTDw4P9+/fj6uqaoc7jNwQyk5aWlmm5Vqvl1VdfJTo6mmnTprF69WoiIyNp1KgRp06deso9y71z587x/PPPc+DAAUwmEw0bNuTs2bN4eXlx+vRpatasye3bt4H0pHzixIlcvXrVYhtPjo7bv39/hg0bxl9//UWDBg148803M3xuTsdJCCHEv5ckoEIIUYI8HHQoM6VKleLLL780j/ia3bqZeeaZZzh58iRly5bl9u3bfPvtt0yfPj3Heg8TkLwmFT179uSFF17Isrvok59pNBoJCwvj7NmzREREoNfruXbtGrdu3QIgODiYa9eucfnyZc6cOWMufxhv06ZN8fX1xdfXl5kzZ2b5mpErV65gNBpxc3Mzlz183tRgMFgklQ+3UbFiRRQKhcUEmSege/fupW7duty4cYMDBw7g4+ND6dKlOXLkCNbW1jRq1Iju3buzZ8+eTFu3H44aDOnv8gwNDeXBgwdERUWRmJiIyWQiKiqKqKgo7t+/b9H1d8KECXTs2NE8YnCjRo2YO3cuAM8++yzVq1dn1qxZALRo0YIuXbowYsQIi89PS0sjOjranMwbjUa6dOnC6tWr2bt3L3369DEvCwkJyXDMhBBC/LdIF1whhChBHk9Adu7caR6I5/GBbHbv3s2aNWsIDg42d1193IEDB7Lcfu3atdm4ceNTxfRwhNnMRprNysP9eLyOg4MD69ev586dO3z33Xds3rzZPABSZp+p1+tZs2YNEyZMQK1Wo1QqadKkCZDepXjYsGFAeoKk0+l49913+emnn8xdle/cuYOfnx8AkyZNYteuXRbxDR8+nNjYWPbv30/z5s0z7VKbmppq8VqSh//O6hnQx4/VvHnzWLlyJWfPnmXAgAF8//33Fq9r8fX15fTp03z66af88MMPbNiwgfr163Py5EmL/2+tVms+nqNHj2b58uUZRtd9GItOp6NGjRpcunSJw4cPs23bNk6fPm1er3fv3rRv356EhAScnZ3p378/GzZsMC//4osv6Ny5M+Hh4eYBngwGg/l1QLklCagQQvx3SQIqhBAlyOPdU11cXLh06RIjR46kZs2a5vIqVapw/vx5evXqxQsvvFDgMT1Mqp7m2dOHiVpm75T08PBgypQpVKtWjS+//DLLz9TpdIwaNYpRo0Y9Vbze3t6sXLnSomvxBx98wKuvvmqet7a2xsXFhfj4eKZMmcI777yT6baGDBlisaxy5crcuXOHcuXKZRjd9vEWaSsrKyIiIqhWrRorVqygRo0amW7fwcGBWbNmMWzYMObNm8eLL76YYbsPjwXA4sWLWbp0abav4nmY/LVo0YJz585Rt25d87LGjRsTHh5ufh/skCFDGDp0qHl5nTp1CAoKsoghLS2NzZs38+KLL2b5mY/z9/eXBFQIIf7DFKan7aMlhBBCFLC0tLRM30sqip+goCC8vb0zbW0XQgghniQJqBBCCCGEEEKIQiGDEAkhhBBCCCGEKBSSgAohhBBCCCHEv1h0dDQVK1YkKCgoV+sfPHiQ6tWr4+npyYwZM/I1FklAhRBCCCGEEOJfKioqihdffDHXyeeDBw94+eWXefPNNzl27BirV69m//79+RaPJKBCCCGEEEII8S/1xhtv8MYbb+R6/dWrV+Pj48OECRMICAjg888/Z/HixfkWjySgQgghhBBCCFGCaLVaEhISLKbMXm0GsGjRIoYPH57rbZ8/f5527dqZX+nVqFEjzp49my9xg7wHVAghhBBCCCFybatV1aIOgVOfvskXX3xhUTZx4kQmTZqUYd1KlSo91bYTEhIs3k/t7OxMaGjoP4ozM5KAFnPF4QQvbrror3PjVnBRh1HsVKlcXs6XTHTRX2eHc/WiDqNYeiHhKtvP6Ys6jGKnU30rko9uKOowih2HZt1IXvhpUYdR7DgM+Iq7/bsWdRjFToVFG9l4ylDUYRQ7XRuqaPHSwaIOo1g6vLl1UYdQoowbN46RI0dalNnY2OTLttVqtcW2bG1tSUlJyZdtgySgQgghhBBCCFGi2NjY5FvC+SR3d3cePHhgnk9MTMTa2jrfti8JqBBCCCGEEELkksJKUdQhFKiGDRuyZs0a8/zff/9N2bJl8237MgiREEIIIYQQQvzHJCQkoNdnfBTn5Zdf5vDhw+zfv5+0tDSmTZtGx44d8+1zpQVUCCGEEEIIIXJJqf53tIDWqVOHWbNm0bVrV4tyT09Ppk+fTseOHXFxccHBwSFfX8MiCagQQgghhBBC/MuZTCaL+aCgoCzXHTRoEB06dODq1au0bt0aZ2fnfItDElAhhBBCCCGEEBb8/f3x9/fP9+1KAiqEEEIIIYQQuaSwkmF08kKOnhBCCCGEEEKIQiEJqBBCCCGEEEKIQiFdcIUQQgghhBAil/4to+AWFWkBFUIIIYQQQghRKKQFVAghhBBCCCFySWElLaB5IS2gQgghhBBCCCEKhSSgQgghhBBCCCEKhXTBFUIIIYQQQohckkGI8kZaQIUQQgghhBBCFAppARVCCCGEEEKIXJJBiPJGWkCFEEIIIYQQQhQKSUCFEEIIIYQQQhQK6YIrhBBCCCGEELkkgxDljbSACiGEEEIIIYQoFNICKoQQQgghhBC5pFBJC2heSAuoEEIIIYQQQohCUewTUJPJhEajwWQyZbmO0WhEo9HkuK3o6GiMRmN+hieEEEIIIYQQIpeKfQIaExODl5cXnp6e5snOzg47OzuLssaNG1vUW7BgAe3atbMo69u3L+PGjcv28wIDA83/Tk1NRaFQcPXqVXNZWFhYpvVMJhPdunXj0KFD6HQ6DAbD0+6qEEIIIYQQophTqhRFPpVkxT4B9fDwIDExkdDQUKKiooiKimLAgAEMGDDAPH/27FnOnj1rUc/W1hY7OzvzvFar5eDBgwwePDjLzzpw4AA1atTg6NGj5m0AWFlZARAREUHVqlXZsGFDhrrjx48nOjqaRo0a8cEHH1ChQgX8/Pzw8/PD19cXhULBzJkz83w8ioKVuyttb+zFrkLZog6l2IqOjuLqlcukpKQUdShFTs4XIYQQomTycLemVjVn7OxURR2K+BcrEYMQzZ49m1OnTrFq1apMl/fu3ZumTZvy3XffWXTVVSgUmEwmTCYTmzdvxmAwWLSKJiQkULduXXbv3g1AmzZteOONN3j99dc5f/487u7uFp8zevRoKlWqxIsvvmguS0tLY8iQIZw9e5bdu3cTEhKSIc6+ffsSERHBiBEj8nooCp2VhxsNN87HvmK5og6lUNwNusOsmdO4fz+MDh078f4H/VAosr/L9MeG3/nt118o5VmKyMgIPps4mdq16wKwY/tWflm1goSEeGrXqctHoz7G3d2jMHalSPzXzhfH6gHUnv8V9hXLE7JiHdcnTMuxTsXhfSj3Xg+sXJ25v2E7NyZMw5CiyXFZSXL/3k1+mf8ZURH3aNK2Gy+/PSrH7xHAg/BgZn76Bl8vPmou2/77XHaun59h3cETlhBQs1G+xl3QAkPCmbR4Hfcio+naqiEjenbK8bgMn7Wcv85fM883qlGZBWP6mueDI6J4Z8o8Dvz4eYHFXRgCo+KZtPM09+KS6FqrIiNa1c7VOQPwydbjuNnZMLZdfXPZ8lPXWXnmBto0A43Le/PZ8w1wtbMpqPALjFWZ8ni8NxR1KR+SDu8mbv3yHOs4d+iKc4euKKys0Vw9T8zKeRiTEwFwbNkBl5ffQOXoTOr1S0QvnY0hPragdyPfhd+7ye+LPiU6IpiGbbrT+c3RuTpfosLv8uPE15m08LhF+bLpg7h67oB53r9mE/qNW5LfYReaiuXtGT+iKuV87Ni8K5x5S2/nqt4bXcvx7uvliXigpbSXLZ98eYm/L8Wbl5f1seWn6Q3o/NbRbLby36BQluwWyKJW7FtAATp27Mi6devYtGlThmWHDx/mxIkT9OvXD4ATJ06gVCrp06cP27ZtQ6VSsWTJEmbOnMmiRYsIDAw0T5MnTza3cj40d+5cPD09uX79ukX53bt32bZtG8uXL8fa2tpcfuTIEa5fv86uXbvYuHEj3bp1M3e/TU5O5r333mP37t38+uuvuf5jWpw0WD2DsLXbijqMQqHX65j8xef4+wcwc/Zc7gXfZe/undnWCQ0JYcP635m34Gd+mLeIV7v1YPXK9B8Ily9fYvXKZYwcPZafl65Er9Oz5OdFhbErRea/dL4orK1o8Ns84s9d5mibHjhU86fs269mW6fcO69RYWAvLvQdw4nn38L1mdrUmDUpx2UlSZpex0/fDcG3Ug1GffUrEaG3OHlwY471oiNDWPTtIFKSEyzKn3ulL18vPmqePv52PY7O7pSrWL2A9qBg6PRpjJi9gup+ZVk1cQh3wiL58/CZHOtdvRvK2inDOTj3cw7O/ZyZw94xLwt9EMPwWctJSC55Nykep0szMGLjEap7u7Hq7fbciUngz8t3c1X3aFA4p4IfMKhZTXPZmZAHbLlyl597tmH128+hMxiYefBCQYVfcNRqvIZ8iu7uLcK/Ho1VGV8cmrXLtopNQA0cmrYl/Pvx3P9yJAorK9x6vJ++zL86rq+8RfSSWYSOG4BCbYXba+8Vwo7krzS9jmUzBlG2Yg2GTllLZOgtTh/6I8d6MZEhLJ32IZonrjEAIXcu89HUTUxaeJxJC4/z7kc/FkTohcJKreDbz2txPTCJPh+dxc/Xns7tvXOs51vGjje7+dJr0GneG3aGNX/co8/bfublPt62fP95bZydrAowevFfUSIS0GrVqjFmzBiGDRtm0cXRYDAwbNgwhgwZQkBAAACNGjVCp9OxePFiOnfujE6nw83NjYiICGxsbCyeAdXpdBbddDUaDfb29pw9e5amTZtaxFChQgWCg4OpWbMmycnJ5vLWrVuzf/9+7t+/z4QJE1i3bh0qlYpNmzbxzDPP4OjoSOPGjXnuuec4depUQR2iAnPhwwkE/bCiqMMoFKdPnSIlOZk+/Qbi41OGd979gF27dmRbx2A0MHTYR+ZWzYqVKpGclARAaMg9Phw8jHr1G+DpWYrnnu9A4M0bBb4fRem/dL6Uer4VahdHro3/Fs2de9z8Yibl3umebZ0yb77CnTlLiD9zkeTAIG5+/SPendvluKwkufL3X6SmJNK198d4li5PlzeGc3x/xscWnrTo20E0bdctQ7mVtQ32Ds7m6a+da2jduTd29k4FEX6BOXLxOkmaVEa+0QVfLw+GdO/Ipr9OZ1snIiYeTOBfrjRO9nY42dthZ/PoBuiwWcvp2qphQYde4I4EhZOk1TOydR18XR0Z0qIWmy7dybFeqt7AN3vPMbRlLZxsHx2Xy+ExNK9YGj93J8q7OdKxqi93YxMLchcKhF2tZ1DY2RP7+xLSHoQT98cqHFs8l20dG78ANJfOkhYRRtqDcFJO/oXauwwAVt5liV69gNSrFzDERZN0dC/WFfwLY1fy1fXzh0hNSeTFt8fi4V2ejj1HcPpgzteYpdMG0qhNxmt0XHQ4mEyU9g3AzsEZOwdnrG3tCyL0QtHkWXcc7dX8sPgWYeGpLFpxhxc7+ORYT6VS8N0PN4iO1QEQeCcZJ4dHHSW/+7wWm3fdL7C4xX9LieiCCzBy5Ej+/PNPYmJizGVHjx4lPDyciRMnmsuUSiVK5aO8Wq1W4+XlxcKFC6lbty6jRo2ibt26vPHGG+h0OosW0FatWnHjxg3zM58PNWrUyLxNvV6Pi4sLwcHB5uW3b9+mY8eOjBw5kuDgYHr06IGNjQ2LFy+mefPmAKxbt45OnToxffp03n333fw9OAVIcyekqEMoNEF3blO1WjXzOeFXsRL3Hvt/zkz58hUoX74CkH4DY8ufm2jarAUAHTp2slg3JDQEnzJlCiDy4uO/dL441a5K/KkLGDWpACReuo5DtcrZ1rH2cEVz77E/4AYDpv/3mMhuWUkSdvc6FQLqYm2TfnOvTPmqRITcyrFev4/nolAo+XP1jCzXiY+J5MKpvXz+Q/Y9E4qjG8H3qV3J15xABviW5nZYZLZ1Lt2+h8Fo5IWRU0lI1tCqXnXGv9MVZ4f0Yzt7+LsolQpmr91e4PEXpBsP4qnt44GdVfpPkgBPF25HZ2yletJPJ66QmmZArVRyMjiShr6lUCgUVPZwYd35c3SvUwkHazWbLgXRuELOLUDFjXU5P3S3b2DSpScE+pAgrHx8s62jCwvGvfULJB3aiTFVg2OL50i98jcASUf2WKxr5V0W/YOSl1CEBV+nvP+ja4xP+apEhAbmUAveGz0fhULJtl+nW5SH3L6I0WTkq6Ft0aQkUL1+G159/3PsHVwKIvwC5+/nyOXrCWi16W99CAxKxs8354Q66F4KQffSG3nsbJW89mJZDh2LMi8fO/kSRpOJwR9k/3fuv0KhKhFteMVWsU5AjUYjWq0WW1tb3NzcOH36tEVy2LJlSy5cuICLiwtpaWlotVrs7e0zdHVt2bKl+d8bNmwgJSWF/fv3Z0hAM2uhVCgUnDx5En//zO8S7t+/n/fffx9HR0dcXV1p1KgRn3zyCd27d7foqtu9e3fq1atH2bKZD8yi1WrRarUWZTY2Je95lZIsJSUZb+/S5nmFQoFSqSQpMRFHp+xbW06fOsF333yFl5c3Pd94K8PyhIQEdmzfyqjRn+R73KJoqJ0cSbn7RMJtMKJ2dSYtLvMfzwkXr+H9Ynsit6T/ECzbqxtR+47muKwkSdUk4+H16DqnUChQKFWkJMVj75j1DzpPb1+iI0Oz3faRPWt5pnlnbEpg60RyqpYypR6NK6BQKFAqlCQka8wJ5ZOCI6Ko7leWj17vjEKhYNLidfy4fifj3+kKQDkvd8KiSt7ze09K1ukp4+Jgnk+/9ipISNXh/FjL5uPuJ6Sw+sxNapZ2JzwhhV/O3sTHyZ5pLzelecXSlHdz5JUl6T1Yanq78X7DaoWyL/lJaWtPWlSEZaHRiNLeAWNKcqZ1Ui+fIy0yjLJfLQBAe+cGCTsytg4qHZxwbNWR6CUlb3BErSYJ91KPxhlIP19UpCTHZ5s0enj5EvMg4zXmwf0gyvrVoMtbY1AolPy+6FN2rp3Fq+9PzGQrxcfXn9akfi3XDOVGo4m9f1ne3DIYTTg5qElMTstxu02ecWfyx9W5H5nK8rWPbsKHRaRS2kt+l4r8UazT98DAQLy8vChVqhSenp74+Pjg6enJwoULWbhwIZ6enlSrVs38KhYvL68Mr0kxmUwWXWavXr1Kjx49iIyMtOiC+/DVKdm9b/ShtLQ0UlPTWz30ej0rV66kVatWADg7OzNnzhxzzAqFAk9PTzw8POjQoYNFl9/HTZ06FRcXF4tp6tSp/+i4iX9GpVJhZWX5Y8fa2jrDjYHM1G/wLBMnf41KpWLpkp8yLJ8/dw7Vq9egYaPGmdQWJZEpzYBJq7MoM6RqUdnZZlEDbn4xE5dnatNox0qaHfkDn+6dCV60OsdlJYlSqUKltvweWVlZo9Ol5mm7RqOB4/vW0ez5nnnaTlFRKZVYqy1HlbSxUpOq02VRA97v0oYfR75P5bLeVCrjxfAeL7Dn1KWCDrXQqRQKrJ9oTbBRqUjVZ90DYPPlINztbZnfvSV9m1Tnp56tORPygON3I9h1/R73E1LY8F5H9n/4MpU9Xfhs+8mC3o18ZzIaMKXpLcv0ehTWWScB9s80R+XuReiEQdwb0Qt9WDAefT7KsJ77WwPQ3r6G5mLOzyEXN0qVOsM1Rm1lg177z64xbV/uR5+PF1G6XADeZSvT+Y1RXDy5Kz9CLVDfz73B+8NPZ5h27I9Ap7f8LavTGbGxyd1P/lPnYhj9xUUMBhOD3q9UEKELUbwT0CpVqpCYmGh+3UpWr2GJiooiLi6O5ORkypYtS3x8PFevXuXs2bP4+fmxfft2rl+/TqdOnZg5cyYHDx7k9ddft2gB7dKlC66urhbvFvX09ATSu+A+Xubu7k6jRumjL3bo0MGihRXg2LFjxMfHExWV3nUhJCSEmJgYbt/OehSycePGER8fbzHl9M5Skb8cnZyIj4+zKNNoUlBb5dxRQKVSUbNmLfoPHJxh4KLdu3Zw+dJFho0YnZ/hiiKmj43HytNypGy1owNGnT6LGqAJDuNwwxe5PGwiqSH3idp3hNhjZ3JcVpLYO7qQnBBjUZaamoJanbeBK25ePomDkxuly5bM7l8uDvbEJlq2WiWnarFS5f5VB072dsQlJaPT59yKUZK42FoTq7G80ZesT8Mqmy5uEUkaGpX3Mif1DtZWlHdzJDQhhZ3X7tGjbmX83J1wsbNmdJu67AsMJTE162S/ODImJ6J0smzRU9raYUrL+v/foVFLkg7uIC0iDGNKEjG/LcahQVMUdo9amB2at8emSg2il/1QYLEXJHsHF5ITLa8x2tRkVHm8xjxka+9EcmIsafrifb7ExukJj9RmmGJidbi6WB4Lezs1aWk5N7AAGIxw4UoCsxbdonP70jlX+I8q6neAyntAi5nVq1fj5ubG4cOHGTt2LIcPH+a1115j1qxZBAQE8Ndff1G5cvoPmIfdewF2795NYmIi0dHRFoktwMmTJy3KEhISuHAhf0fUs7GxwdnZ2WKSLriFKyCgKtevXzXPR0SEo9frcXTMuvvtgf37+GPD7+Z5lUpl8QzyjevX+GnhfMZ8Mh43N7eCCVwUifizF3FtWNc8b1e+DEoba/Sx8dnUSpeWmIRHm6bcmJjxecfslpUE5SvXIijw0fUxOjIUg16Xbffb3Pj72E5qN2yf1/CKTI2K5bh46555PiwqFn1aGs6OWXcnHjN3NRduPeoCd/lOCJ4uTljn4qZYSVKjtDsX7z9KKMLik9GnGbLsfgtQ2skObdqjFlKjyUREogYfJ3vSTCaiUx61hkUlp//bkIseTsWJLigQm4pVzPMqDy9QqzEmJ2VdSalC5fzou6ZySf+7o/j/3yVrvwDce/Yh6qfpGBNzvlYVR+Uq1SI48Lx5PuZBKGl5uMasnD2Cu49tL+T2JZxcPFFbZX3+FWdXbyZSs+qj3y2lvWywtlKQkJT1zVGA51t78UbXR12bDQYTRmPJ+s6IkqNEJqAGg8H8qpMnvfTSS1y8eJEjR44wfPhwfH3TH9ifO3cuc+bMwdramoMHD7J+/Xq2b99OmXwaFEan05mfQzUajZmuk5aWRlxcXL58nsh/tWrXISU5hX17098Lu27tr9St1wCVSkVKSjJpmdx1Lufry5rVKzl29DAREeGsXrWc5i3Su2PHxsYy5YsJdO/RE3//Kmg0GjSakv26BPFI7JHTqJ0dKfPmKwBU/Kgf0QeOgdGIyskBhTrrJKHymA8J37iThPNXnmpZSVC5+jOkpiRx8lD6a7P2/vkzVWo3QalUkZqShCEt+x9BWbl6/nCJe+/n4xpU9SNJk8qWI2cBWLr1AI1q+KNSKknSpKJPy/g3LaBcaaav2cLFW8Ec+vsq8//YTY92/75u/A3KeZKk1bPlSvqrV5aeuk6jCt6olAqStHr0hox/U5+v4suh22HsvRFCRGIKP/x1Eb3BSL2yHtQr48GGC3dYd/4Wmy8HMW7rCer4uJe494Cm3ryM0s4ehyZtAHB5oRupVy+AyYjC1g4yaT3X3rqKY8sOOLbqiEPTtpTqN5rUW9fMraleQz4lfucGdHdvobCxRWGT9SMDxVXFas+SqknizF/p15gDm38ioFbTf3yN8SlfhS2rviE48DxXzx1g17o5NHnuzYIIvVCcvxSHo72aF9qmD7zV67XynD4fx8OfpvZ2KlSZtJ7dDUnhgzcr0KqJB6W9bOjzdgX2H3lQmKGXKAqlosinkqxE3kbVaDRZvlPT2dmZmjVrZih/vFXql19+YfPmzbRq1YoePXpk+TkJCekDieTmGUCtVoter6dOnTpERESg/v+PTw8PD8qVS7+jZDQaqV27NgcPHsxxe8XNVquqRR1CgVOpVAweOoJp309l6eJFGIxGpn6bPlre0EED6Nv/Q5o2a25Rx98/gA8HD+PnnxaSnJxE8+Yt6dNvIACHDu4nLi6OVSuWsWrFMnOdzdt2F9o+FZX/wvliMhi4PGwidRd/T9Upo1GoVJzslP6OxhZHN3H1k6lEbt2boZ59pfL49OjCkSYvP9WykkKlUtOz30RW/jCWP1dPx2Q0MuTzZQB8+3E3Xn13LHWesiUzKjyYhNgHlK9cqwAiLhxqlYrP3nuVTxf+xqy12zEajfz0SX8AXp8wm9FvvUjbBpZ/u97v0ob70XEMmrYEN2cHXmvbmPe7tCmC6AuWWqnks+cb8Om2k8w6dAGj0cRPPVsD8PrK3YxuU5e2/pYD+Pm5O/FNlybMO3KZoJgEyrk6MuOVZjhYW/FWgwAeJKXy0/GrxKXqqOPjzucdni2KXcsbo5HoVfPx7Dsy/X2dSiUR338KQJnPZxOzdjGav09YVEnYsxmVizsuXXqicnRGe/s60SvS32np0KgVKmdX3Lr2wq1rL3Odu/27FtYe5QuVSk33DyaxZt7HbFszDaPRwIDP0t+/PWt8V17q9Qk1n83+dTWPa/tSP2Kjwvj5m744OrvT5Lk3aPtyvwKKvuAZjPDd3BtMHF2dQe9XQqlSMHTc3+bly394ljk/B/LX8WiLejduJTFt/k2G9K2Mk4Oa/Uei+GFxziOYC/FPKEy5GXVHFJn/wg/5p9VFf50bt7J/PUpeREdFcfPmDarXqIGLi2uBfU5+q1K5vJwvmeiiv84O5+oFtn0bHy9c6tci9sQ59NEla0TSFxKusv3cP2uRzElcTAT3bl+mYpV6ODq751yhGOlU34rkozm/V/CfiIyN58qdUOr6l8fN2bFAPqOgODTrRvLCTwts+5GJGq5ExFK3jAdu9iWntdJhwFcFmsSpXN2xruCP9tY1jEk5v56muKiwaCMbTxXcq6TiYyIIuXOJCgH1S9Q1pmtDFS1eKviGCE93a6oFOHHpagJxCQVznc9vhze3LuoQcu1E06LvjdL42ImcVyqmSmQLqBAFycPTE4//D0AlRE609yOJvL+vqMModlzdvXF1L3nvXixoXm4ueLmVzPcLFjQvJzu8nDIfKf6/zBAXgyau5I3iW9Bc3L1xkWtMlqJidBw+EZ3ziuIfKemDABW1EvkMqBBCCCGEEEKIkkdaQIUQQgghhBAilxTSApon0gIqhBBCCCGEEKJQSAIqhBBCCCGEEKJQSBdcIYQQQgghhMglhVLa8PJCjp4QQgghhBBCiEIhLaBCCCGEEEIIkUsKpQxClBfSAiqEEEIIIYQQolBIAiqEEEIIIYQQolBIF1whhBBCCCGEyCWlvAc0T6QFVAghhBBCCCFEoZAWUCGEEEIIIYTIJRmEKG+kBVQIIYQQQgghRKGQBFQIIYQQQgghRKGQLrhCCCGEEEIIkUsKpbTh5YUcPSGEEEIIIYQQhUISUCGEEEIIIYQQhUK64AohhBBCCCFELskouHkjLaBCCCGEEEIIIQqFtIAKIYQQQgghRC4pVdICmhfSAiqEEEIIIYQQolBIAiqEEEIIIYQQolBIF1whhBBCCCGEyCUZhChvpAVUCCGEEEIIIUShkBZQIYQQQgghhMglhVLa8PJCjp4QQgghhBBCiEKhMJlMpqIOQgghhBBCCCFKgqvdny/qEKi+fndRh/CPSRfcYu7GreCiDqHYqVK5PFutqhZ1GMVOF/11bt66W9RhFDsBlStw/da9og6jWKpa2Zcpa9KKOoxiZ8Kbao5dTSjqMIqdptWduRx4v6jDKHZq+vtwKTC8qMModmr5l+bnvUUdRfHTtz2Mnp9S1GEUS9M+tC/qEHJNBiHKG+mCK4QQQgghhBCiUEgLqBBCCCGEEELkkrSA5o20gAohhBBCCCGEKBSSgAohhBBCCCGEKBTSBVcIIYQQQgghckm64OaNtIAKIYQQQgghhCgU0gIqhBBCCCGEELmkUEobXl7I0RNCCCGEEEIIUSgkARVCCCGEEEIIUSikC64QQgghhBBC5JJSJYMQ5YW0gAohhBBCCCGEKBSSgAohhBBCCCGEKBTSBVcIIYQQQgghckneA5o30gIqhBBCCCGEEKJQSAuoEEIIIYQQQuSSvAc0b+ToCSGEEEIIIYQoFJKACiGEEEIIIYQoFNIFVwghhBBCCCFySQYhyhtpARVCCCGEEEIIUSikBVQIIYQQQgghcklaQPNGWkCFEEIIIYQQQhQKSUCFEEIIIYQQQhQK6YIrhBBCCCGEELkk7wHNm2J/9EwmExqNBpPJlOU6RqMRjUaT47aio6MxGo3ZrrN9+3a2bdtmUabX65k2bRp6vT53QQshhBBCCCGEyKDYJ6AxMTF4eXnh6elpnuzs7LCzs7Moa9y4sUW9BQsW0K5dO4uyvn37Mm7cuGw/77vvvmPHjh0WZWq1mrlz57Jq1apcxdyvXz/c3d3x8/PD1tYWb29v/Pz8sLGxYfv27bnaRnEVHR3F1SuXSUlJKepQipyVuyttb+zFrkLZog6l2IqOjs7yfMlu2b+dfI/yl6MdlPMEa+nT858WEx3FtSuX0Mj3SghRwBRKRZFPJVmx/3Pt4eFBYmIiqamp2NraAjBixAgAZs2aBUBQUBDlypWzqGdra4udnZ15XqvVcvDgQWbPnp3lZ924cYNLly6xceNGAAwGA0qlEoVCwQ8//EBAQACQ3iprNBpRqVTUrVuX0NBQIL0ltm7dulSvXp3x48czevRo2rRpwyeffMILL7xAkyZNsLGxyY/Dkmd3g+4wa+Y07t8Po0PHTrz/QT8UiuxP5j82/M5vv/5CKc9SREZG8NnEydSuXReAHdu38suqFSQkxFO7Tl0+GvUx7u4ehbErRcLKw42GG+djX7Fcziv/CwQF3WH2zOmE3Q+jY8cXcnW+bNiwzuJ8mTBxMrVr18lxWUlyN+gOs2d+b/4evfdB/1x9j9b+uhpPz1I8iIzgs4lTqGX+Hm1hjfl7VI8RJfB7VMoFXm6sws0Jzt0ysffv7HudPFS+FHRpqMLeFg5fNnLi+qNeL/UrK2hdW4m9DQRFmPjzuJGk1PRlTaopaFFTSUIKuNjDb4cMBD8oiD3Lu5C7gSz+YTIR90No9fwrvP7usBzPlwM7N/DHr4tISoijWq1n6Td8Eq7unhbrpKWlMWlkL97uN4bqtZ8pyF0oFHeDbvPjrG8JDwvluY5deOeDgTkep00bfmPdryvxLOXFg8gIxn3+FTVr1yucgAtQcNBtfpz1DeFhobTv+GKujsWu7X/y2+qlJCbEU6tOfYaOHI+buwcmk4lN69ewe+cWkpOSaN6yLb0/GIitrV222ysOHoTdYMeKccQ+CKZO89do/erHOR6HezdOsmvNRDRJMTR+YSAN278PwJEtP3B0248Z1n99xArKV0lvzIiNvMuq73owdNrJ/N+ZAlLaXcHrba3xcFFy8moaW47lrtdeJR8l3Vtb42irYO9ZPYcupAHQ4VkrOjS0yrD+/E2p3Ap7dF1/+zlrklNNbDwsvQRF7hX7FlCA2bNn07dv3yyX9+7dm/HjxwPpyeHD7roKhcKcLG7evBmDwUC7du3w9/fH398fLy8vnn/+efN2Pv/8c8aNG4eNjQ1dunShU6dOKJVK3NzceO+992jevDlqtRonJyeGDRsGwKlTp4iKiiIuLo7o6Gh27tyZ7UVRWQz6jOv1OiZ/8Tn+/gHMnD2Xe8F32bt7Z7Z1QkNC2LD+d+Yt+Jkf5i3i1W49WL1yOQCXL19i9cpljBw9lp+XrkSv07Pk50WFsStFpsHqGYSt3Zbziv8Cer2OKV98TmX/AGbN/pHg4GD27N6VbZ2H58v8BT/x47yFvNrtNfP5kt2ykiT9uEzA378KM2bPy/X36I/1a5m7YDE/zPuJrt16mvf9yuWLrF65jI9Gj+WnpavQ6XQs/XlhYexKvlEp4fVWKu7HmFi800ApZ6hbMee7tPY26fUu3TWydJeB2n5KKnil1/P1hDZ1lGw6ZuSHPw2oVQqeq59+HXV3gqbVlCzYamDRdgPHrxlpU0dVoPv4T+n1OmZ9NYoKlaszadoKwu7d4fC+zdnWuXHlbzb8spD+I77g+4Wb0Ot1/LpsVob1tv2xgpDgWwUUeeHS63VMnTyeyv5V+H72Qu4F32Xfnh3Z1gkLvcem9b8ye8FyZs5dwsvdXmfNqqWFFHHBST8W46jsX5XvZi8iJDiI/Xuy70V19fIFfl21hGGjPmX+kl/R6XQsXzwPgL27trL1zw2MGD2Br77/kZs3rrLwx+mFsSt5kqbX8cf8gXiXr0nvT9YTff8Wl45vyLZOSmIMGxZ8SPWGXXh7zG9cPbmZ4OvHAWjcsT9Dp50yT++O34S9ozvevjUAiIu6x/p5/UlNiS/wfcsvKiV80MmGkAdGZq9LxdtNScOqOV8LHWzh/U42/H0zjR/+SKVBFTWVy6RfX/ed0/PZ4hTzNP03DUkaE6FRj5LPKr5KAsqp2HFSkk/xdIo+G8qFjh07sm7dOjZt2pRh2eHDhzlx4gT9+vUD4MSJEyiVSvr06cO2bdtQqVQsWbKEmTNnsmjRIgIDA83T5MmTza2qP//8Mzt27KBy5cp88sknREZGsn37dipXrsyWLVuIiori8uXLGI1GIiIimDt3LgDW1tbmWBQKBdbW1igUCqZPn06tWrU4deoUAwcOpFatWly4cKEQjlbOTp86RUpyMn36DcTHpwzvvPsBu3Zl/wfeYDQwdNhH5taYipUqkZyUBEBoyD0+HDyMevUb4OlZiuee70DgzRsFvh9F6cKHEwj6YUVRh1EoTp86RXJyCn37Dfj/+fI+u3N1vowwny+VKlUm6f/nS3bLSpIzT3yPer/bh927sv9xaDAaGDJspMX3KCkpEYCQkBA+HDycevWf+f/3qGOJ+x75+yiwtYJd54zEJsH+C0bqVc75z0wtPwVJqfDXZRMxSXDokpH6ldMTUA9nBdtPGbkTYSJRA+dvGynjnr5MqYAtJx+1hkbEga11Fh9SxC6cOYomJYk3P/gIL59yvNZrEIf2/Jltnfuhd3ln4Fhq1m2Mu6c3Ldu/SFDgVYt1wsOC2bFxFZ5eZQoy/EJz9vQJUpKTeb/vYEr7lOXtd/uyd9fWbOsYDAY+HDbG/L3yq1iZ5P9/r0qyh8fiPfOx6MfeXdnf+AwNuUf/QSOpW/9ZPDy9aPd8J27dvA7Agb07eaX7GwRUrU7ZcuV5/e0POHX8SGHsSp7cuXwIrSaJtq+Nw61UeVq+MpKLR9dlW+fKqT9xdClF006DcfPyo2nnQVz4fx21lQ229s7m6dzB1TzT7j1s7JwA2DBvAHWa9yjw/cpP1cqrsLVW8OdRPdEJJrad0NGoes6dHBtUUZOYYmL3mTSi4k3sPq0310szQKru0dS8thWHzutJ1aXXVaugW0trth7Xmcv+SxRKZZFPJVmJiL5atWqMGTOGYcOGWTwzZTAYGDZsGEOGDDF3j23UqBE6nY7FixfTuXNndDodbm5uREREYGNjY/EMqE6nM3fTTUtLo3379uzatYsFCxbw888/o1KpCAgI4Nat9DvLt27doly5cjg4OJi3kZCQYP7xnJiYSEpKCiaTiVGjRnHp0iUaNmzIggULuHTpEnXq1Ml2MKXCEnTnNlWrVTMn334VK3EvODjbOuXLV6BR46YAaDQatvy5iabNWgDQoWMnmjVvaV43JDQEnzL/jh9DWdHcCSnqEArNnSfOl4oVKxGci/Ol8WPny+Y/N9K0WfMcl5Ukd+7comq16tjk6Xu0McvvUWjovRL3PfJ2g5BoE2mG9PmIOCjlnIt6rgqCIh5dG8OiTZR2S08y/75t4lrIo2UezgpiEtPnoxLgZlj6v63U0LCKgmv3iv4am5l7QTepXKUWNjbp54uvXwBh9+5kW6f186/wbNNHYxncD72Ll4+vxTrL50+lS/d38ShVOv+DLgJBd25RpVqNx75XlQkJvpttHd/yfjRs3AwAjSaFbZs30LhZy2zrlAR379wi4LFjUaFiZUKCg7Kt81zHLjRp3so8Hxpyj9I+6eMUJCbEU6qUl3mZUqksFr2ychIZeg2finWxsk7/vVaqbFWi72ff4v8g5DrlqzQx90jz8atD5L0rGdZLiovg5vndNGjTy1zWbdBCqjZ4IR/3oOCV8VRwN8KIPr33LPejTXi75fx/W8ZDSWCowTwfHGmgnGfGes72CmpVVHH4Ypq57PlnrbBSg9EI/mWL/3n0X/cwJ3Fzc2PMmDG5yke+//57vL29cXZ2pnv37kRHR+dbPCXmjBk5ciSurq7ExMSYy44ePUp4eDgTJ040lymVSqysHvVZV6vVeHl5sXDhQlq0aMHatWv59ddfgfQE9OGP6oEDB7J+/XqioqL44osvqFs3/ZmsunXr8vfffwNw9uxZGjVqZBHXe++9h6enJwaDAU9PT77//vtsR9o1GAyZlmu1WhISEiwmrVb7FEco91JSkvH2fvRjRaFQoFQqSUrM+Y7x6VMneLfX68TGxtDzjbcyLE9ISGDH9q107vJyvsYsik5KSgql/+H5curUSd7p9QaxsbG8/sT5kt2ykiAlJSVP36P3evUkLjaGnm+8nWF5QkI8O7ZvpVMx/R71bKlkTHdVhqlhFSVxTzRmG01gm/ExIgs2VhCX9OiPoVYPTpk8lmZnDQ38FZwOtPzD6e+j4KOuKhxtFRy+nLtnTgubJiUJT+9HNxQeni/JSQm5qp+UEMeBnX/QrtNr5rK/9v5JSnISL7yS8RwqqVJSUvDy9jHPP8336syp4/Tp3Z242Bhee713QYZZKNL/Vv+zYwHpCefu7X/yQpeuAPhV8ufk8cPm5fv3bKdug4b5GnNB0KUm4eLxaLwFhUKBQqnMtousNjUJF89HdaxtHUmMi8iw3t9//Ur1Z1/E2vZRw4Krp2+G9YqL916wZsoHdhmmFrWtiEm0vPYZTenXzOzYWGO+oQeg1YGzQ8bHJprWVHPuZhq6/+efro4KWtVREx1vwtVRwYtNrXm3YzHtflJQFIqin3JJq9Xy0ksv8cwzz3D69GmuXLnCsmXLsq1z6NAhli9fzqFDhzh79iypqamMGjUqjwftkWKdgD58vYrJZMLNzY3Tp09bDDbUsmVLLly4gIuLC2lpaSQnJ2ea0bds2ZL27dvj6enJhg0bqFChAvv377dIQJOSkhg4cCAXL17E29ub0aNHExYWxvPPP88ff/xhfo60Y8eOFtvesGEDqampqFQqtFotEydOxMrKiunTp+Pn58fx48d599138fPzIzAwMMvkdOrUqbi4uFhMU6dOzcej+YhKpcLKyvJCYW1tnauEt36DZ5k4+WtUKhVLl/yUYfn8uXOoXr0GDRs1zqS2KIlUKhVqK8sMwtraitRcnC8NGjzDpMlfZXq+ZLesJEj/Hj15XJ7ue6RUqVi2JOPz0gvM36Mm+RZvftp6ysiiHYYM04U7JgxPXOLSDOmtk9kxGiHtsXppxszrdHpWScgDE4Fhltf5W+Em1hwwYDRB+3rF88+aSqXOcN21srJGp03NVf0VC7/Fv1od6j2b3mKeEB/L7yvn8sGQz1Cpiv14grmmUmb8XllZW6PNxXGq1+BZJnzxLSqVihVLFhRUiIVGpcx47c3tsQBYNG8mVavX4plG6b0u3n63HzevX+Wzj4cwcsgHHDm0j04vvprvcec3pVKFSm353VGrbdDrsj4OT9ZRW9mQ9sT6RqOBC0d+p17LN/M34AK07qCOGb+nZpjOXE8z9zx5KM1gwsoq+yTFaMSint6QcTRxhQIaV1dz7PKj1s+GVVUkaUws3Kxl79k05m9KpXIZFVXKFc/r73/d9u3biY+PZ8aMGVSuXJmvv/6axYsXZ1vn5MmTdO7cmapVq+Lv78+bb77JjRv591hQsT5TAgMD8fLyolSpUnh6euLj44OnpycLFy5k4cKFeHp6Uq1aNfOrWLy8vAgLC7PYhslkIjk52Tx/9epVevToQWRkpEUX3ISEBH799VfKlCnD1atXCQgIwNPTk3bt2mFjY8Mnn3zCsWPH6NEj5+cC5syZw/379wkKCqJJkyYsX76coKAgoqKi6NChQ6Z1xo0bR3x8vMWU0ytj/ilHJyfi4+MsyjSaFNQ5/Uok/Ud3zZq16D9wcIYBV3bv2sHlSxcZNmJ0foYripiTkxMJ8ZZ3mjUaDVZPdb4MyjBwUXbLSgInJyfiMxyX3H+PatSsTf+BQzL5Hm3n8qWLDB0xJl/jzU/JqRCfnHFKTjVh/8RA3zZWZEhKn6TRgYPNox9K1uqMdepWUlDeS8Hmkxk3ZjLBvSjYccZAvUrFc2h6BydnEuJjLco0mhRU6hyah4FDe/7k+pVz9Bk6wVz2y+LptHruFSpUqprvsRYlRycnEjL9+5TzcVKp1FSvWYc+A4axL4fBekoCRyfnTI6FJlfHYu+urVy5dJ7BI8aay7y8fZi9YAUDh4zGs5QXdes/S41adfM77Hxn6+CCJinGokynTUalyvo4PFlHl5qc4bsWfOMEdo5uePhUzt+AC1CSBmITTRmmxBQTjraW1z4bKwUGQ/bdLFO0Jhweq5fZ9dq/jJLkVBORcY+25eKo5GaI0byuVg9R8UbcnYt1WvGvk9vek+fPn6dJkybY29sDUKdOHa5cydgl/XG1atViw4YN3Lp1i8jISBYvXmwxcGteFevbplWqVCExk64mT76G5Unx8fFcvXqVs2fP4ufnx/Tp06lduzYjRowgJiaGgwcPUrlyZcaPH29uAS1TpgyxsbHm5wWSkpJITU3F2tqayZMn8/rrrzN69GhcXV2zjPfs2bMcPHiQ/fv3m/9jQ0ND+eCDD7C3t8dkMjFy5EgGDx6coa6NjU2hvaIlIKAqu3Y++uMcERGOXq/H0dEpyzoH9u8jNjaaV7ulJ+Aqlcri2ZEb16/x08L5TJg0GTc3t4ILXhS6gIAq7PwH50tMbAzduqV3F3z8fMluWUni/w++Rwf37yUmNibb79HPC+czYdKUEvk9CouBepUf/ZhxcUgfnVGTwwAVYTEmalV4VK+0m4LEx17lWMYdOjZQ8utBA8mPNWLUqqDA0Q6OX0v/YWQ0pnc7K44q+tfg0O5HA+k9iAgjLU2Po2P2D8nevnGZXxbPYMSn03FxffRKnuOHdmJr58Debb8DoE3VMOurj3ipxwe82P29AtmHwhBQpZrFoEOREfdJy+F7dejAHmJjonml2+vAw+9V8RwN+Wn4V6nGnl1bzPPpx0KX7bEAuHn9KksX/ci4iVNxdXO3WKZQKLCzd+Di32f46vu5BRJ3fitdoTYXjjwadCg+OgRDmg5bB5cs6/hUqM3V04+dRyFXcXT1tljn+pntBNR9Lv8DLgL3HhgtBh1yc1KgVkFKDh1y7kUaqe//qF5ZTyXxyZYX0br+ai7dsWxejUsyWjxjqgBcHBTEJhbPRyAKQnF4D+fUqVP54osvLMomTpzIpEmTLMoSEhKoWLGieV6hUKBSqYiNjc3yt8YLL7xAQEAA/v7+ADRs2JBPPvkk32Iveb/6crB69Wrc3Nw4fPgwY8eO5fDhw7z22mvMmjWLgIAA/vrrLypXTr/bpdVqzQnorl27eOedd2jXrh1+fn5Ur16d27dvc/78eb744guqVq3KsmXL2LrVcjS+sLAwvv32WwwGA71798bBwYG1a9dy8+ZNAgMDady4MUuWLCEwMJAbN27Qv3//Qj8mT6pVuw4pySns27sbgHVrf6VuvQaoVCpSUpJJS0vLUKecry9rVq/k2NHDRESEs3rVcpq3SB/oIDY2lilfTKB7j574+1dBo9Gg0WgKdZ9EwUk/X5LZ+//z5fe1v1G3Xv1cnS9H/3++/LJqhfl8yW5ZSfLwuOzbm956uz5X36Py/Lp6hfl79Muq5TRv0Rp4+D36jO49XqdyCf0e3Y00YWsFdfzS/zA3r67kToSJh09GWKvTR6590o0QE76eCip4KVAo0t/teSs8vZKDLbzeWsXRK0bux6Z3zX3YyByVYKJVLSVVyylwcYDWtZVcDS6eGWjVmvVJSUniyP70vyFbNyynRp2GKFUqNClJmZ4v8XHRzPpqJJ27vYNf5eqkalJI1aRn5t8v3MSUWb8weeZqJs9cjZ9/dd4f/BltO3Yv1P3KbzVq1SE5OZn9e9N7Bmz4/Rfq1Hsm2+9V2XLl+e2XZRw/+heREff5dfVSmv3/e1WS1aiVfo05sDd91PE/fv+F2jkci7jYGKZOHkfX196ikn8VNJoUNJoUi3XW/baCpi3aUMm/SqHsR175+jdEp0nk0vGNAJzYuYgKVZuhVKrQapIwGDK+AqRynXaE3jpD8PXjGA1pnNqzBL/qLSzWuXPlL/N7P0u622FG7GwUPFMl/cZLu/pqboYYzddeGyvI7D7v5SADFX2UVC6jRKmA1nWtuH7PMtms6ms5UBHA+VsGavipqF1JhYuDgs5NrFCrFASF/3cS0OIgt70n1Wp1hkYuW1tbi4Fdn7R27Vru3r3LtWvXiI6OplatWvTq1SvL9Z9WsW4BzUpWA/kAvPTSS1y8eJGaNWtalM+dO9fc0nDw4EGioqLYvn07w4cPB8Dd3Z0yZcrw5ptv0rhxY27fvs28efNYvnw5Q4YM4bvvvmPp0qW8+eab1K9fn9dee42BAwcycuRIQkND2bNnD+3bt882bpVKhUpV9HdlVSoVg4eOYNr3U1m6eBEGo5Gp36a/C2zooAH07f9hhlFJ/f0D+HDwMH7+aSHJyUk0b96SPv0GAnDo4H7i4uJYtWIZq1YsM9fZvG13oe1TUdlq9e/q/pYZlUrFkKEjmPb9Nyxd/BNGo5Gp304DYMiggfTrPzDT82XQ4KEs/mkhScnJNG/ekr79BuS4rCRJ/x59xLTvv2bp4kX/Py4zABg2qD99+w+iyRPHpbJ/AAMHD2fxTwsy+R7tIz4ujlUrlrJqxaN3GP65bU/h7VQemUyw9aSRV5spaV8/PdlcsefR9XpAJxW7zhq5HmqZJGp0sPuckbfbKEnVgz4NtpxMr1ezggJHWwVt66po+1hvwSlr0giPhe2njTxfX4mtNVwNNrHrXPH8AaRSqXnvw/EsnPEZvy2bg9FoYNxX6e95/Wz4W7zVZyTPNGljUef4oZ0kxMewYfV8Nqyeby5ftvEUpbwtR0i2srLGxdUDhxxax4o7lUrNh0NHMfP7L1mxZAFGo4Ep38wG4KPBH/BB/yE0bmo5wm1l/yoMGPQRy36eS3JSEk1btOb9vhl7GpU0KpWagUNHM+v7Kf8/FkYm//9YjBz8Ae9nciwOH9xLfFwsa1b+zJqVP5vL1289CMD9sBAOH9jLzHnLCm0/8kqpUtPhrSlsWTqKg398h8lo4I2PVgGw7KuXaffaeALqWbZk2ju606bbWH7/sS82do5YWdvzQq+vzMtjHwSTFB9J6Qq1C3VfCorRBL8f0PH2c9a82DT92jtv06PuIqN62rLpiJ7LQZa/n1NSYfNRPf1etCFVBzq9ibUHHiX0Hs4KnB0U3Iu0vK4+iDOxapeWFxpZ4+WmIDrBxNIdWrTyOtBCldvek+7u7ly6dMmiLDEx0eJVkk9as2YNH374IVWrpv/OnTVrFi4uLsTFxWXbGzS3FKbi8F6Qp9S3b18UCgU//fTPBi4ZMGAAmzdvplWrVsybNw93d/cM60yYMIF9+/Yxbdo0mjZtai5/8OABc+bMwcnJiY8//pjo6Gg8PB51i5o7dy5ff/21eRCF8PBwXFxcsLOzw2QyodVqCQ0NzXUieuNW9q91yIvoqChu3rxB9Ro1cHFxLbDPyW9VKpf/TyR+T6uL/jo3b2X/uoK8iIqKIrAEni8BlStw/da9Att++vfoOtVr1CxRxwWgamVfpqzJ2IqSV0524OOuICTKlGMXsMe5OYKns4K7kSbzaItFYcKbao5dzd3otE8rNjqSO4FX8a9WB2eXktXNuml1Zy4H3i+Uz4qOesCtm9epWqNWsf9e1fT34VJgeIFtvyQdi8fV8i/Nz3vzb3uJcRGE371I2UoNsHfK+LstM7GRd4kOv4VvQCNs7BzzL5g86NseRs/PuuUpL5wdFPiWUhIUbvm4Qk48nBV4uym5FWYo0iRy2of2RffhTynso6IfvKrMzDW5Wm/fvn0MGDCAmzdvAhAUFET16tVJSkrKMh956aWXqFu3Ll9++SUA169fp1q1akRFRVnkPf9UiUxAC4PJZDI/D/o00tLSMJlMGUbxe7hNvV6f7R2HJxVkAlpSSQKauYJOQEuqgk5AS7KCSkBLuoJMQEuywkxAS5KCTkBLqvxOQP8tCjIBLekkAX06uU1A09LSKFOmDNOmTeOdd95h4MCBhIaGsnnzZhISErCzs8uQt3zzzTfMmDGDyZMnY2dnx6xZs7Czs+Po0aP5EnuJ7IJbGP5J8gnp/ayz2+bTJJ9CCCGEEEKI4qU4DEKUW2q1mkWLFvHWW28xZswYDAYDBw+md8uvU6cOs2bNomvXrhZ1RowYQVhYGFOmTCEqKoqmTZvm+OqWp4op37YkhBBCCCGEEKJY6dq1Kzdv3uT06dM0a9aMUqVKAendcTNja2vLnDlzmDNnToHEIwmoEEIIIYQQQvyLlS1blrJlyxZ1GIAkoEIIIYQQQgiRa4oS+P7y4kSOnhBCCCGEEEKIQiEtoEIIIYQQQgiRSyVpEKLiSFpAhRBCCCGEEEIUCklAhRBCCCGEEEIUCumCK4QQQgghhBC5JF1w80ZaQIUQQgghhBBCFAppARVCCCGEEEKI3JLXsOSJHD0hhBBCCCGEEIVCElAhhBBCCCGEEIVCuuAKIYQQQgghRC4pFDIIUV5IC6gQQgghhBBCiEIhLaBCCCGEEEIIkUsKGYQoT+ToCSGEEEIIIYQoFJKACiGEEEIIIYQoFNIFVwghhBBCCCFySaGUQYjyQlpAhRBCCCGEEEIUCklAhRBCCCGEEEIUCumCK4QQQgghhBC5JaPg5okcPSGEEEIIIYQQhUJaQIUQQgghhBAil2QQoryRFlAhhBBCCCGEEIVCElAhhBBCCCGEEIVCYTKZTEUdhBBCCCGEEEKUBLFffVjUIeD26fyiDuEfk2dAi7mtVlWLOoRip4v+Ojdv3S3qMIqdgMoV5HzJRBf9dXY4Vy/qMIqlFxKucuCSpqjDKHba1LIjddfSog6j2LHt8D7x04YXdRjFjsvo2dx8u3NRh1HsBKzexq7zuqIOo9jpUNeaDr3PFXUYxdKulfWLOgRRSCQBFUIIIYQQQojckkGI8kSeARVCCCGEEEIIUSgkARVCCCGEEEIIUSikC64QQgghhBBC5JJCKW14eSFHTwghhBBCCCFEoZAWUCGEEEIIIYTIJYUMQpQn0gIqhBBCCCGEEKJQSAIqhBBCCCGEEKJQSBdcIYQQQgghhMgthbTh5YUcPSGEEEIIIYQQhUISUCGEEEIIIYQQhUK64AohhBBCCCFELskouHkjLaBCCCGEEEIIIQqFtIAKIYQQQgghRG4ppQ0vL+ToCSGEEEIIIYQoFJKACiGEEEIIIYQoFNIFVwghhBBCCCFySaGQQYjyQlpAhRBCCCGEEEIUCmkBFUIIIYQQQojckkGI8kSOnhBCCCGEEEKIQiEJqBBCCCGEEEKIQiFdcIUQQgghhBAilxRKGYQoL6QFVAghhBBCCCFEoZAWUCGEEEIIIYTILYW04eVFsT96JpMJjUaDyWTKch2j0YhGo8lxW9HR0RiNxvwMTwghhBBCCCFELhX7BDQmJgYvLy88PT3Nk52dHXZ2dhZljRs3tqi3YMEC2rVrZ1HWt29fxo0bl+VnxcbGolAo8Pf3z3KqUKECnp6emdbv168fH3/8sUXZ4cOH6dKlC4mJif/wCBQ9K3dX2t7Yi12FskUdSrEVHR3N1SuXSUlJeapl/0ZyvgghhBBCiKwU+y64Hh4eJCYmkpqaiq2tLQAjRowAYNasWQAEBQVRrlw5i3q2trbY2dmZ57VaLQcPHmT27NlZfpatrS0KhYLAwEBz2ejRo+nVqxf16tUD4Nq1a7Rv3z7T+jY2NlhbW5vnb9y4Qbdu3ejduzeOjo653ufixMrDjYYb52NfsVzOK/8LBAXdYfbM6YTdD6Njxxd4/4N+KBTZP2i+YcM6fvv1F0p5liIyMoIJEydTu3adHJf9G/3XzhfH6gHUnv8V9hXLE7JiHdcnTMuxTsXhfSj3Xg+sXJ25v2E7NyZMw5CiyXFZSRIaHMjyHz/nQfg9mrd/le7vfJTj9+jQrnVs/m0BSYlxVK31LO8PnYKLWynz8sj7wUz9pBczlx8q6PALzM2wB0xcvZXgB7F0a1aXj15pm+NxGbrwdw5dumWeb1ylAouGvmmxzsdLN+HmaMe4Hh0KJO7CoPT0we6Ft1C5eqK7eIzUg39mu75NsxewbdYpQ3nSbz9guBeIVZ2m2DbrhMLOkbR7N9FsX40pOaGgwi8w1uUq4N3/I6xK+5CwfydRa5bkWMe1S3fcunRDYW2D5uI5IhbPwZiUfhPcZ9REHBs8umGfcukcoVM/LbD4C0pY8E1Wz5/Ag/BgmrXrziu9Rub4XQJ4EB7MtHFv8u3SIxble/5cyr7Ny9DrtFSt3ZQ3B0zEwcm1gKIveH7lbBnVrzxlvG3YcSCan34Ny1W9zm096N3NBxdHNeevJvL9wrvExKdZrDN+sB9xCWnMWxlSEKGXHDIIUZ4U+xZQgNmzZ9O3b98sl/fu3Zvx48cD6V12H3bXVSgUmEwmjEYjmzdvxmAw0K5dO3NrppeXF88//7x5O2q12nwBS01NxWAwcOrUKeLj4zEYDKSlpX8Jrayscow5MDCQ5557jv79+zN9+vRcXRiLowarZxC2dltRh1Eo9HodU774nMr+Acya/SPBwcHs2b0r2zqhISFsWP878xf8xI/zFvJqt9dYvXJ5jsv+rf5L54vC2ooGv80j/txljrbpgUM1f8q+/Wq2dcq98xoVBvbiQt8xnHj+LVyfqU2NWZNyXFaS6PU65k4dRoXKNRj/3S/cD7nN0f2bsq0TePUcf/46jw+GfcnX87ei1+lYt3yGeXlURCg/fj2UlKSSl0A8pNOnMWzhOqr7lmbNmPe4fT+aTScu5ljvanAE68b14a9vR/DXtyOY1b+7xfIjV29z8sZdBndpVVChFzyVCodX+2EIv0fSymkoPUpjVatxtlW0J/YQ/8Mn5ilx2bcYUxIxRISgKlsJ2+ZdSNm2isSfvkChUmPb+pVC2pn8o1CrKTNqItqgQO59NhzrsuVxbvV8tnVsq9XCuWV7QqZ8zL1Ph6KwsqLU249+P9lW9Ofu2A+51a8Ht/r1IGzG5ILejXyn1+tY+O1QfCvWYMzU37gfcosTBzbmWC8qMoQFUweT8sSNiMArpzl58E+Gf7GMj79di16vZcOK7wso+oJnpVYweWQlbt7RMOTz65Qva0uHlu451qtZxYF3u/vw3YK7vDPyMtZWSvq/ZdmT6ZnaTtSr4cjy9fcLKnzxH1EiEtCOHTuybt06Nm3K+CPm8OHDnDhxgn79+gFw4sQJlEolffr0Ydu2bahUKpYsWcLMmTNZtGgRgYGB5mny5MnmVlUApVKJUpl+SLy9vXFzc+Po0aO8/PLLeHp6Mnfu3FzFe/z4cVq0aMGAAQP48ssv8+EIFJ0LH04g6IcVRR1GoTh96hTJySn07TcAH58yvPPu++zetSPbOgajgaHDRuDu7gFApUqVSUpKynHZv9V/6Xwp9Xwr1C6OXBv/LZo797j5xUzKvdM92zpl3nyFO3OWEH/mIsmBQdz8+ke8O7fLcVlJcvnsYTQpSfR4bxSlSvvS9e2hHNm7Mds64aFBvNX/U6rXbYKbhzfN2r3M3VtXzMt//Hoozdtnn9wXd4ev3CYpVcvobu3xLeXG0Jda8cexC9nWiYhNwISJgDKlcLa3xdneFnubR71sUnV6vl67i+Evt8bZ3jabLRVv6oo1wNqW1AN/YIyPJvWvLVjXapJ9JUMaaDXmyaZ+S3SnD4AuFaWbF5o9azEE38CUFI/u8klUpX0LZV/yk33dhijtHXiw6if0keFErV2Oc5vsW7ltK1Uh+fxp9PdD0UfcJ/HYQaxKpycRancPQIEu5C7GlGSMKcmYtNpC2JP8deXcX6SmJNLt3TGUKu3LS28O59i+P3Kst3DqYJq275ah/G7gJWrUb4l3mYqUKl2eZ5t34sH9uwUReqFoWNcZezsVC38J4X6kjqW/3+eF1h451vP1sWHOsnucu5xIVKyenYeiCahob15ubaVg6Lu+LP4tjOQUQ0HuQomgUCiLfCrJSkT01apVY8yYMQwbNsziOTqDwcCwYcMYMmQIAQEBADRq1AidTsfixYvp3LkzOp0ONzc3IiIisLGxsXgGVKfTWXTTNRqNqNVq9Ho9kZGRxMbG0rx5c7Zu3Up0dDQDBw7MMIiRRqMhJSXF3GJqMBhwd3fnk08+YdSoUaSmppqn5OTkEvccoObOf6eLxZ07t6larZr5pkTFipUIDg7Otk758hVo3LgpkH4ubP5zI02bNc9x2b/Vf+l8capdlfhTFzBqUgFIvHQdh2qVs61j7eGK5t5jd44NBkwGQ47LSpJ7d29QKaA21jbp19ZyFapwP+R2tnVaPPcqDZo8erQhIvQupR5LGAaPm8MzzbJv+SnuboRGUsevDHbW6T1oqpT14nZ4VLZ1Lt69j8Fo4vkJc2k8ajofL91EQkqqefmiHUfR6tJQK5WcuB6U7WB9xZmqVFkM9+9Cmh4A44MwlB7eua6vcHBGHVAH7bn07tn6S8dJu/kouVe6eWGMy/5YF0c2FSqSGngNky49SdQF38G6bPls6+hC7uL4bDOsvEqjcnbBuU0HUi6dS99epaqgVOL3wwoqL95A6SFjUdqXvMeDQu/ewK9KHfM1pmyFKoSH3MqhFgz45EfqN8mYwPuU9+f8iT08CL9HYnw0x/b/QdU6TfM97sJSqbwd124lo9WlXw9uB2soXzbnG1Q7DsZw5HS8eb6cjy1hEY9uULzdtTQ21koMBqhXo+SdN6J4KREJKMDIkSNxdXUlJibGXHb06FHCw8OZOHGiuUypVFp0kVWr1Xh5ebFw4UJatGjB2rVr+fXXX4H0BPTxFtDk5GRsbGz46quvKFWqFF5eXly6dImuXbvi6emJu7s7x48ft4hr/PjxuLm54enpyeLFi5k+fToNGjTg448/xtnZ2WKgJHd3d0aNGpXp/mm1WhISEiwmbQm8M1mSpaSkUNq7tHleoVCgVCpJysUAUqdOneSdXm8QGxvL62+8letlouRSOzmScveJhNtgRO3qnGWdhIvX8H7xUaJVtlc3ovYdzXFZSZKakoyH96NuW+nfIxXJuew+m5QYx1+719HmhZ7mslKlS/4zxUmpWsp6uJrnFQoFKqXCIqF80t3IGGr4lmb+oJ6sGfMuYTHxzNl8EID7MfGs3H8S31Ku3I9NYOam/Xz084YSmYQqbGwxxkdbFppMYGOXeYUnWNdrjv7qGdDrMm7b1h6bus3Q/X04P0ItVEo7e/QPIizKTEZjtkljyoUz6CPC8Ju5hErz16C0sSX2z98BsPYpizYokLBvPiN4wnDUpbzxeP3dAt2HgpCqScKjVMZrTEpSfDa1wNM781bwGvVaUMqnPJOHdWZ8vzZoUzU837VPvsZcECaNqMiGBbUzTF2fL0X4A8vvgtFowtFelettOzmq6NLOg8170m/clPKwovsLXoRFaPHytKLfG2WZOLxivu6P+G8p1gnow9ermEwm3NzcOH36tMVgQy1btuTChQu4uLiQlpZGcnJypn98W7ZsSfv27fH09GTDhg1UqFCB/fv3Z0hAo6OjcXR0ZNKkSSQkJBAdHU1UVBRRUVHExMSQnJxMs2bNLLY9c+ZMtFotSUlJ9O/fn48//pikpCR++eUX6tWrR1JSknnSarXMnz8/032dOnUqLi4uFtPUqVPz6UiK3FCpVKifeL7X2tqK1FzcCGjQ4BkmTf4KlUrF0iU/5XqZKLlMaQZMWss/8oZULSq7rO803/xiJi7P1KbRjpU0O/IHPt07E7xodY7LShKlSoVabW1RZmVljU6bu8GUfln0NZWq1qX2MyX4mcZMqFRKrNSWPwCt1Wo0On2Wdfp0aMq8QT3x9ylFpdKejHi5DXv+vgbAphMX8XByYOHgN+j/QnMWD3uLM4H3OHYtqCB3o2AYDeldah+XpkdhZZ35+o9TKLCu3RTd+SOZLrZ9rgdpYXdIu30l0+XFmclgwKS3PD9Meh0KG5ss6zg2bona04ug0f241b8n2nt3KT1oDACxm38n7LvP0YUGow+7R/SaJTg2alGg+1AQVEoV6ifODbW1NTpd1jdzsnP26A5iH9zns1l/8s2Sw5Tx9WfFnKzfmFBczFpyjw8/u55h2nMkBr3e8rewXm/Cxib3P/mHvuvLlZvJnDyffuOwQ0sPYhPS+OTbQH7ZFMHor29Su5ojz9Ryytd9KlGUiqKfSrBinYAGBgbi5eVFqVKl8PT0xMfHB09PTxYuXMjChQvx9PSkWrVq5hZGLy8vwsIsR/oymUwkJyeb569evUqPHj2IjIzM0AX35s2b+Pj4ANCkSRPKlCljHrDI1taWPXv25Dr2l19+mYiICH7//fdcrT9u3Dji4+MtpuxeGSPyn5OTEwnxlndQNRoNVlY5DxatUqmoWbMW/QcOyjBwUXbLRMmlj43HytNyYAe1owPGbBIKTXAYhxu+yOVhE0kNuU/UviPEHjuT47KSxMHRhaSEWIuyVE0yanXOg7cd2buRm1fO8u7gLwoqvCLjYm9HbJLlIxgpWh1WqqdolbCzITZJg06fRmRcIo2qVsD6/9cnB1sbypdyIzQ6Lj/DLhTG1BQUdpategprm4xJaSZUvgGYNMkYYyIyLLOq1Rh1ucpodqzJt1gLkzEpEZWzi0WZ0tbO3FU5M05NWxO/Zyv6+6EYk5OIWrUQx0bNUdo7ZFjXkJKM2tkFhbrYvxDBgn0m1xitJgVVLq4xmTlzZDstOvTEu0xFHBxd6PbeWM6f3JNhsKLiJi4hjYgoXYYpJk6Pi5Pl/6mdrZK0tNz1jujYyp3a1RyZ/tOjR5BKuVtx7nIi+v9vQ5NqJCxCS+lSubhJJEQminUCWqVKFRITE82tkA+nAQMGMGDAAIuyuLg4kpOTKVu2LPHx8Vy9epWzZ8/i5+fH9u3buX79Op06dWLmzJkcPHiQ119/PUML6N9//21+ltTW1pYlS5aYByyqV68e6qe4SGu1WqZPn86AAQO4dOlSjuvb2Njg7OxsMdlkc5dT5L+AgCpcu37VPB8REY5er8fRMes7fAf272PDhnXmeZVKZR7IKrtlouSLP3sR14Z1zfN25cugtLFGH5t9NzCAtMQkPNo05cbEGU+1rCTw86/JnRuPnr+LigwlLU2Pg6NLNrXgzs2LrF36Pf1GfoOza84DZpQ0NcuX5mLQoxukodFx6NIMuDhk3WI+avEfXLgTap6/HByOp7MD1lZqvN2c0eoeJWhGo4mIuETKuGd/nIsjw/1gVGX8zPMKZ3dQqTGl5jxmgnXV+ugDMw7mpCpdHru23UjZshxTSsl8D3fq7ZvY+lc1z6s9vVBYWWHIbjA7lQq1i9ujWdf/3yRTKik9fLzF9mwrVSEtNgZTWs6JfnFS3r8WQY894xsdGUqaXpfjNSYrRoOBxMe6gCfEPQDSuzuXRDfupFDd/9HgQd6e1lhZKUlMyvn/uWolewb2KsfXc4OIS3i0/oNoHTbWj36/KBTg6WZFRFTGbu9C5Ma/7tfw6tWrcXNz4/Dhw4wdO5bDhw/z2muvMWvWLAICAvjrr7+oXDl9oBCtVmuRgG7evJnGjdOHftdoNLz77rv4+fnh5+fHuXPn0Oly/qKZTCYWLFhAxYoVqVu3Lu+//z5t2rRhy5YtBbPDIt/Uql2HlORk9u7dDcDva3+jbr36qFQqUlKSza/heVw5X1/WrF7J0aOHiYgI55dVK2jeolWOy0TJF3vkNGpnR8q8mf56h4of9SP6wDEwGlE5OWTbqlB5zIeEb9xJwvmM3QKzW1YSBNRogCYliWMHNgOw84+lVKvdGKVKhSYlCUMmrTcJcdHMnTqcjl3fo3ylGqRqUkjVlKwB23LyjH95EjVaNv//1StLdh+ncdUKqJRKkjRa9JkMOBVQphTfb9jLhaAwDl4KZO7WQ/Rs2QCAjvWrcfBSIHv+vkZEbAKzNx9An2agXqWyGbZT3BlCbqGwscWqRkMAbBo9R1rwjfTnQK1tIJsbd+qK1UkLvmlRprB3wv7V/mhP7sEQcQ+srNOnEkZz7SJKOwecWqSPhu3+ck9SLv0NJiNKOzvIpPU89cYVnNu+gEv7zji1bE/pIZ+guXEFY1IiuuA7ePbqj03lqjjUb4THa72J37O1kPcq7/yrP4MmJYkT/39X7O6Ni6lauwlKZdbXmOxUrFaPI3vWc3jXWk4c2MSyWR9TsUrdEvse0AvXknCwV/Fc8/SbD6+/6M25y4kY/98Aam+rzOzUwdVZzeSRlVi7JYKbd1KwtVFi+/9uuwdPxNGkvjMtnnXB082KD3qWwcpKyeWbyRk39B+hUCqLfCrJSla/i/8zZDMy5EsvvcTFixepWbOmRfncuXPNrU8HDx4kKiqK7du3M3z4cCD99S3Hjx9n5cqV5vnH6XQ6EhIS+Ouvv7JsCY2KimLp0qU4ODjw7bff4u/vz/Tp03F1deXVV1+lffv2zJ49m6pVq2ZavzjbalXyYn5aKpWKIUNHMO37b1i6+CeMRiNTv50GwJBBA+nXf2CGUWz9/QMYNHgoi39aSFJyMs2bt6RvvwE5Lvu3+y+cLyaDgcvDJlJ38fdUnTIahUrFyU7vANDi6CaufjKVyK17M9Szr1Qenx5dONLk5adaVlKoVGp6DZzAz7PGs37FTIxGI6Mn/wzAlJE96Pn+GOo1tny9zMnD20mMj2HTmrlsWvPodVcL1/9dmKEXKLVKyedvvMC45X8yY9N+jEYTi4enD0rW45vFjOn2HO3qVrGo06dDU+7HJDBw7q+4O9rTo0V9+jyfPjqnn7cH373/Cj9uPURQRAzlPF2Z1b87DrYlsOeMyYhm12/Yd3kn/X2dCgXJv/0AgNO7Y9Hs/4O0wIzvTFW6eKBwdMYQbjlauVW1BigdnLBt+SK2LV80l8dPG16w+5HfjEYiF/9A6cFj8HyrDwqlkpApYwEoP3UeD1YuIvnMMYsqcTs2onZzx73rGyidXEi9eZXIn2YBEPPnWtSeXpQd9xWG+Dji924l5s/fCnuv8kylUvNG/89ZPucTNq2ajtFoZPikpQB8M6Y73d79mLqN2uewlUfadu5NQswDdqxfSHJiLH5V6vLWwJL3ftSHjMb050M/+dCPfm+WQalUMPqrRzdpFnxdjQWrQzl6xrK3Ttumbri5WPF+jzK836OMubxD73OEhGv56scg3nvNB98yttyP1DJx5m00qSWzlVgUPYWpBA6Z17dvXxQKBT/99M8GdBkwYACbN2+mVatWzJs3D3d3d7Zt28aSJUtYt25dpnViY2MpU6YMTk5ODBkyhM8//zzDOk2bNsXT05Ply5fj7m75bNi5c+dYvXo13377LaqneObnv/BD/ml10V/n5q2Ce0dXVFQUgTdvUL1GDVxcXAvsc/JbQOUKcr5koov+OjucqxfY9m18vHCpX4vYE+fQR8fmXKEYeSHhKgcu5W5woKcVGx3B3VtXqFy1Lk4uOb8EvThpU8uO1F1LC2TbEXGJXAm+T92K5XB3ss+5QjFi2+H9Ak3iFI4uqLx9MYTdwaQpOS0rLqNnc/PtzgW2fZWbB7aVAki9cQVDYvF+LvFxAau3set8wXXRjIuJIPjWZSpWrYeTc8m5xnSoa02H3ucK/HM83KyoUtGeKzeTiU8sGd2sd62sX9Qh5FrKkok5r1TA7D8oueMllMgW0J9//jlP9R8OYvS4zp0788ILL2RZx83NjaSkpGyTxy1btuDm5pbpc37169enfv2S88X6L3s4qJUQuaG9H0nk/X1FHUax4+bhjdtTvMvxv8Lb1Qlv1//wyJHZMCXFk5bDqzT+iwyx0SSfic55xf8YV3dvXN3lGpOV6Fg9x3IxJoEQRaFEJqAFJacBYnJqufTw+PcNnCGEEEIIIYQQ+UUSUCGEEEIIIYTIrRI+CFBRk6MnhBBCCCGEEKJQSAuoEEIIIYQQQuSWQlHUEZRo0gIqhBBCCCGEEKJQSAIqhBBCCCGEEKJQSBdcIYQQQgghhMglhQxClCdy9IQQQgghhBBCFAppARVCCCGEEEKI3FJIG15eyNETQgghhBBCCFEoJAEVQgghhBBCCFEopAuuEEIIIYQQQuSWUt4DmhfSAiqEEEIIIYQQolBIC6gQQgghhBBC5JJCBiHKEzl6QgghhBBCCCEKhSSgQgghhBBCCCEKhXTBFUIIIYQQQojckkGI8kRaQIUQQgghhBBCFApJQIUQQgghhBBCFArpgiuEEEIIIYQQuSWj4OaJHD0hhBBCCCGEEIVCWkCFEEIIIYQQIrcUMghRXkgLqBBCCCGEEEKIQiEJqBBCCCGEEEKIQiFdcIUQQgghhBAit5TShpcXcvSEEEIIIYQQ4l/q0qVLNGzYEDc3N8aMGYPJZMp13TfeeIOhQ4fmazwK09NEIIQQQgghhBD/YakbZhd1CNh2G56r9bRaLdWqVaNjx46MGTOGYcOG8dprr/H+++/nWHfnzp307t2bGzdu4OrqmseIH5EuuMXcDufqRR1CsfNCwlWu37pX1GEUO1Ur+8r5kokXEq6y1apqUYdRLHXRX2fH37qiDqPYeaGeNcnHNhZ1GMWOQ9OuJM37pKjDKHYcB33D3f5dizqMYqfCoo38edpQ1GEUOy8/q6JtzxNFHUaxtH9t46IO4V9p+/btxMfHM2PGDOzt7fn6668ZPHhwjgmoRqNh0KBBfPPNN/mafIJ0wRVCCCGEEEKIEkWr1ZKQkGAxabXaDOudP3+eJk2aYG9vD0CdOnW4cuVKjtufMmUKGo0GtVrNvn37nqrbbk4kARVCCCGEEEKI3FIqinyaOnUqLi4uFtPUqVMzhJqQkEDFihXN8wqFApVKRWxsbJa7FxwczIwZM/D39yc4OJgxY8bQrVu3fEtCpQuuEEIIIYQQQpQg48aNY+TIkRZlNjY2GdZTq9UZym1tbUlJScHNzS3TbS9btgxvb292796NjY0Nw4cPp0KFCuzevZsOHTrkOXZJQIUQQgghhBAitxRF34nUxsYm04TzSe7u7ly6dMmiLDExEWtr6yzrhISE0L59e/P2nZycCAgI4M6dO3kL+v+K/ugJIYQQQgghhMh3DRs25Pjx4+b5oKAgtFot7u7uWdbx9fVFo9GY541GIyEhIVSoUCFfYpIEVAghhBBCCCH+hVq1akV8fDwrVqwA4JtvvuG5555DpVKRkJCAXq/PUKdnz55s3ryZ9evXExISwrhx49BqtTRv3jxfYpIEVAghhBBCCCFyS6Eo+imX1Go1ixYtYuDAgXh7e7Nu3Tq++eYbIH1E3K1bt2aoU7VqVX777Te+/PJLAgIC2Lp1K5s2bcLJySlfDp88AyqEEEIIIYQQ/1Jdu3bl5s2bnD59mmbNmlGqVCkgvTtuVrp06UKXLl0KJB5JQIUQQgghhBAit5QlrxNp2bJlKVu2bFGHAUgXXCGEEEIIIYQQhUQSUCGEEEIIIYQQhUK64AohhBBCCCFEbj3FIEAiI2kBFUIIIYQQQghRKCQBFUIIIYQQQghRKKQLrhBCCCGEEELklkLa8PJCjp4QQgghhBBCiEIhLaBCCCGEEEIIkVsl8D2gxYkcPSGEEEIIIYQQhUISUCGEEEIIIYQQhUK64AohhBBCCCFEbsl7QPNEWkCFEEIIIYQQQhQKaQEVQgghhBBCiNyS17DkiRw9IYQQQgghhBCFotgnoCaTCY1Gg8lkynIdo9GIRqPJcVvR0dEYjcZMlxkMBvR6fa5iMhqNuV5XCCGEEEIIIUS6Yp+AxsTE4OXlhaenp3mys7PDzs7Ooqxx48YW9RYsWEC7du0syvr27cu4ceMy/ZzffvsNNzc3i206OzujVqstyjw9PXF3d2fQoEEW9ePj4zl48CDjx49nxYoV+XsQRLEXHR3F1SuXSUlJKepQRDFl5e5K2xt7satQtqhDEUIIIUReKBRFP5Vgxf4ZUA8PDxITE0lNTcXW1haAESNGADBr1iwAgoKCKFeunEU9W1tb7OzszPNarZaDBw8ye/bsTD/nrbfe4q233rIomzlzJufPn2fZsmVZxvfrr7/y0UcfoVQqSU5O5tNPP6V69er079+f9evX4+TkBEBaWhrJycnExsY+ze4XGMfqAdSe/xX2FcsTsmId1ydMy7FOxeF9KPdeD6xcnbm/YTs3JkzDkKLJcVlJcjfoDrNnfs/9+2F06NiJ9z7ojyKHL/kfG35n7a+r8fQsxYPICD6bOIVatesCsGP7FtasWkFCQjy169RjxKiPcXf3KIxdyVdyvuSNlYcbDTfOx75iuZxX/hcIC77JL/MnEBURTNN23Xn57ZE5fo8AHoQHM2P8m0xdcsSifO+fS9m3ZRl6nZaqtZvyRv+JODi5FlD0hScwJJxJi3/nXkQ0XVs1ZMTrnXM8TsNnLuOv81fN841q+LPg434FHWqBC4xK4IvdZ7gXn0zXmhUY3qJWrs4ZgHHbT+JmZ8PHbdKvuyaTiRVnbvLHpSAStHo6VCnL8Ba1sLMq9j95MrAqUx6P94aiLuVD0uHdxK1fnmMd5w5dce7QFYWVNZqr54lZOQ9jciIAji074PLyG6gcnUm9fonopbMxxBeP3yVPI/zeTX5b9CnR4cE0atudLm+OztX5EhV+lzmfv87kRcctypdMG8TVcwfM8/41mzBg/JL8DrvQ+PnaMfbDSpQtbcvWfZEsXHUvV/VebF+K93qWw8VJzbnLiXwz9xYxcek9/l5/yYeeL/lgY63kzMV4pi+8Q0JSWkHuhvgXK/YtoACzZ8+mb9++WS7v3bs348ePB9L/8DzsrqtQKDCZTBiNRjZv3ozBYKBdu3b4+/vj7++Pl5cXzz//fJbb3b59O927d882tldffZVbt25x5MgRPD09GTNmDA0bNsTW1pavvvqKoKAggoKCOHz4MNbW1v9g7/OfwtqKBr/NI/7cZY626YFDNX/Kvv1qtnXKvfMaFQb24kLfMZx4/i1cn6lNjVmTclxWkuj1OqZ8MQF//yrMmD2Pe8F32bt7Z7Z1QkNC+GP9WuYuWMwP836ia7eerF6Z/gPhyuWLrF65jI9Gj+WnpavQ6XQs/XlhYexKvpLzJe8arJ5B2NptRR1GoUjT6/jpu6H4VqrB6K9/IzzkFicObMyxXnRkCIu+GUxKcoJFeeCV05w8+CfDJi1jzDdrSdNr2bjy+wKKvvDo9GmMmLWM6hXKsmrSUO6ERfLn4dM51rt6N4S1X37EwbmTODh3EjOHv1sI0RYsXZqBjzYfo7qXKyvfaMPtmEQ2XwnOVd2jdyM4de8BHzatbi7bePkuv56/xZcvPMuSnq24HB7L1/v+LqDoC5BajdeQT9HdvUX416OxKuOLQ7N22VaxCaiBQ9O2hH8/nvtfjkRhZYVbj/fTl/lXx/WVt4heMovQcQNQqK1we+29QtiR/JWm17Fk+iDK+dVg2JdriQi9xelDf+RYLyYyhCXTPkTzxDUGIPTOZUZ9s4nJi44zedFx3h/5Y0GEXiis1Aq+HluFG3eSGTjuEn7l7HihjWeO9WpVdeT91335+sdbvDnkPNZWCj7sXR6AOtWd6NjakxETr9B/7MX0Ze+UL+hdKd6UyqKfSrASEX3Hjh1Zt24dmzZtyrDs8OHDnDhxgn790u8AnzhxAqVSSZ8+fdi2bRsqlYolS5Ywc+ZMFi1aRGBgoHmaPHmyuVUVYPny5fj5+Zmnffv28eGHH1qU+fn5mT8L0pPcxxNLk8mETqdDmcmJkdu7uQWt1POtULs4cm38t2ju3OPmFzMp9072iXaZN1/hzpwlxJ+5SHJgEDe//hHvzu1yXFaSnDl1ipTkZPr0G4iPTxl6v9uH3bu2Z1vHYDQwZNhIc6tmxUqVSEpKv9McEhLCh4OHU6/+M3h6luK55zsSePNGge9HfpPzJe8ufDiBoB/+G13zr/z9F6kpibz6zhg8S/vy4hvDOb4/5x+HC78ZTJN23TKUB9+6RI36LfEuU5FSpcvToHknIu/fLYjQC9WRC9dJ0qQy8s0X8fXyYMhrHdl0KPsENCImDkzgX640Tg52ODnYYWdTPG5s5sWRuxEkafV81Ko2vq6ODGlWk42Xg3Ksl5pm4Jv95xnavCZOjx2HrVeD6d0ggFql3fFzc2JAk+ocvH2/APegYNjVegaFnT2xvy8h7UE4cX+swrHFc9nWsfELQHPpLGkRYaQ9CCfl5F+ovcsAYOVdlujVC0i9egFDXDRJR/diXcG/MHYlX107f4jUlERe6jUWT+/ydOo5gpMHNuRYb/H3A2nUJuPfrrjocEyYKO0bgJ2DM3YOzljb2hdE6IWiUX1XHOzVzFseTFiElp/XhNC5nVeO9cqXsWPWz3c4ezGBqBgdOw48oEplBwCq+Ttw4lwc9+6nEhahZe+RaMr52OawRSGyViIS0GrVqjFmzBiGDRtm8YydwWBg2LBhDBkyhICAAAAaNWqETqdj8eLFdO7cGZ1Oh5ubGxEREdjY2Fg8A6rT6Sy66Wo0Glq0aEFQUBC9evXixx9/JCQkhD179lC6dGmCgoKYNGmSRTfad999F3d3d2rVqsWdO3fw8PCgRo0ahXBU/jmn2lWJP3UBoyYVgMRL13GoVjnbOtYermjuPfYH3GDAZDDkuKwkuXPnFlWrVcfm/zcl/CpW4l5w9nfhy5evQKPGTYH082fLnxtp2qwFAB06dqJZ85bmdUND7+FTpkwBRV9w5HzJO82dkKIOodCEBt2gQkAdrG3Sr61lKlQhIuRWjvX6j/2Rek06ZCj38fXnwsk9RIXfIzE+muP7/qBq7ab5Hndhu3EvjNqVy5sTyABfH26HRWRb59LtEAxGIy989BXN+n/GJ/NWk5Bc8p87v/kgntql3c1dZAM8nbkTk5hjvZ9PXEObZkClVHLy3gNz76e4VB2lnR4lEEqlAmUxuQH8NKzL+aG7fQOTTgeAPiQIKx/fbOvowoKxr98EdanSKJ1ccGzxHKlX/gYg6cgeNOcedT218i6L/kHJS8zD7l6ngn9d8zXGp3xVIkIDc6z3wZj51Gn8Qobye7cvYjQa+XJIW8Z/8AyrfhhFSnJ8vsddWCpXsOfKjSS0uvRBN2/dTaFCObscasG2/Q/46+Sj37e+ZewIC0//u38nWEPLxu6U8bbB1VlN57ZenLlQco+RKHolIgEFGDlyJK6ursTExJjLjh49Snh4OBMnTjSXKZVKrKyszPNqtRovLy8WLlxIixYtWLt2Lb/++iuQnoA+3gKqVufu+ZDH11uzZg0JCQn06dOHihUrEhwcTGBgYKaj5Bqy+ZGt1WpJSEiwmLRaba7ieVpqJ0dS7j7xg9hgRO3qnGWdhIvX8H6xvXm+bK9uRO07muOykiQlJQVv79LmeYVCgVKpJCkx5x9Cp0+d4L1ePYmLjaHnG29nWJ6QEM+O7Vvp1OXlfI25MMj5Ip5GqiYJD69HAy0pFAoUShUpSdn/WPH0zvyHdfV6LSjlU54pwzvzWf826LQanuvaJ19jLgrJGi1lPN3N8w+vN9kllMHhD6juV5a5o/uwatJQwqJi+XFd9o8JlARJujTKuDxKGNOPhYKEVF2Wde4npLD6XCC+Lg6EJ6Yw+/AlRm89gclkooqnCwduh5nX3XzlLk3K59wCVNwobe1Ji3ripoTRiNLeIcs6qZfPkRYZRtmvFuA7fTkKaxsSdmRsHVQ6OOHYqiNJB7Lv5VMcaTVJuJV69Dx9+vmiyjFp9PDK/Brz4H4Q5fxq0PeTRQyfspbYB6Fs/21WfoZcIKaMCWDz0mcyTN06eRP+wPL3o9FowtFBlettOzuqeek5LzbtjATg1Pl4Qu6nsvqHevzx8zPY2ir5ZWNYDlv5dzMpFEU+lWTFOgF9+HoVk8mEm5sbp0+fthhsqGXLlly4cAEXFxfzID+Zva6lZcuWtG/fHk9PTzZs2ECFChXYv39/hgT0SVOmTKFWrVp07tw52zgjIiL49ddfSU5OplatWty6dQutVsvo0aPNI+c2aNAAnS7rP6ZTp07FxcXFYpo6dWoujtLTM6UZMGktYzGkalHZZX0sbn4xE5dnatNox0qaHfkDn+6dCV60OsdlJYlKpbK4eQFgbW2dqxsB9Rs8y8TJX6NUqVi2ZFGG5QvmzqF69Ro0bNQk3+ItLHK+iKehUqlQW1l2C7WytkanS/1H2zt3bAcxD+4zfuaffL34MD6+/qz8IfPRzEsSlUqJtZXlD0IbKzWpuqxf8fX+i235cVQfKpctTaUy3gzv2Zk9py8WdKgFTq1UYK2y/Dlio1KRmpb1TdvNV4Nxt7dh3qvN6duoGou6t+BsSBTHgyMZ0rwGl8Nj6fP7Id5YvZddN0J5vW6lgt6NfGcyGjClWZ4PJr0ehbVNlnXsn2mOyt2L0AmDuDeiF/qwYDz6fJRhPfe3BqC9fQ3NxTP5HndBU6rUGa4xaisb9Np/do1p93I/+o5dROlyAXiXrUznN0dx8eSu/Ai1QM1YdIe+H1/MMO06FIVeb/nKQZ3OiK117n/yj+jrx+UbiRw/FwdAm6bueJey4Z3h53n5/dME3Uvh02Elr/u2KD6KdQIaGBiIl5cXpUqVwtPTEx8fHzw9PVm4cCELFy7E09OTatWqmZM8Ly8vwsIs78iYTCaSk5PN81evXqVHjx5ERkZm6IL7pAkTJnDp0iW2bct+8JDBgwfTq1cvHBwcGDlyJJ999hk///wzQUFBREVFERUVRWRkJPHxWd+dGzduHPHx8RZTVq+MySt9bDxWj915B1A7OmDM5oePJjiMww1f5PKwiaSG3Cdq3xFij53JcVlJ4uTklOH/SKNJQZ2LkRNVKhU1atam/8AhGQYu2r1rO5cvXWToiDH5Gm9hkfNFPA17RxeSEixH1dRqUlCrrbKokb0zR7bT4vmeeJepiIOjC93eHcuFk3syDFZU0rg42BObkGxRlqzRYqXKfSuFk70tcYnJ6PQleyRKZ1trYjWWN7mSdWlYZTPIRmSShka+pbBWpx8vB2srfF0dCUtIoYyzA+t6P8dn7etR2smexuW9qF8250FYihtjciJKJxeLMqWtHaa0rP+/HRq1JOngDtIiwjCmJBHz22IcGjRFYfeo1dSheXtsqtQgetkPBRZ7QbJ3dCE5IcaiTJuajOofXmOeZGfvRHJiLGn6rBsNioPY+DQiHugyTDFxelycLY+FvZ0KfVrGBprMdGpbijrVnfgfe/cdHUX1NnD8u7vpvScQEgIk9CZIL9KLIEWqXaRZaCJFFISfvooFBaRIVxFEEZEqiiBSpYsQCIEQAiGV9J5Ndvf9Y3XjElI02U1Wn885ew5T7uSZYWZ27zz33nn/k0jDvB6dPNm1P4HouDwyszUs/+w2Xdt54OhQ/vvVv45CWfUfC1ato69fvz6ZmZmGStyfn4kTJzJx4kSjeWlpaWRnZ+Pv7096ejphYWGcP3+eoKAg9u3bR3h4OP3792fx4sUcPnyYUaNGVUoG9K233iIyMpIXXngBgBdffJENGzaQkJBASEgIV69eJTU1lQYNGnD16tUSt2Nra4uLi4vRx9a25KecFZF+/hJubVoYpu0Da6K0taEgtez2/IWZWXh268C1+R/9rWWWIDikAeHhRa83SEiIp6CgACcn5xLLHD50kO+2f2OYVqlURgNQXQu/yrrVnzDz1ddxd3c3TeAmJueL+DsC6zUl6vpFw3RyYgyFBWocnFxLKVUyrUZDZnqyYTo97S4AOq22pCIWoXGdWlyKLOpjHns3hYLCQlycSh78ZObyL7gYUTQA0+Wbd/BydcbGAl8v8leNfd25FFdUoYjNyKZAo8HFruQBlnyd7MkvLDoHtDodiVm51Pij76dCocDRxprTtxOZ3KmJ6YI3IXVUBLZ16humVZ4+YGWFNjur5EJKFSqXomtN5ar/3lH88b1kExSCx8ixJK39EG2mZfbhC6jblNsRvxumU+5W7B6zcck0bl0v2l50ZCjObl7FsqyWIjwim8YhToZpX28brK2VZJbjlSkN6zny0jO1eWtJBKnpReurVArcXYsqtZ5u+n+rlJbdDFRUnWpdAf0nNm/ejLu7O8eOHWP27NkcO3aM4cOHs2TJEkJCQjh69Cj16ukHUMnPzy+1AlqeDOjgwYPZunWroV+olZUV9vb2TJgwgaeeeoqGDRvi7u7O+PHjGTp0KFlZpXxxmEnq8bNYuThR87HBANR5eTzJv/wKWi0qZ0cUpfSFrTfzBeJ3/EjG71f+1jJL0LRZc3Kys/n5oL7pzbdbv6JFy1aoVCpycrIpvM9T51oBgXy1eSO/njhGQkI8X276nE6dHwIgNTWVt/43l2EjRlEvuD65ubnk5lreuy7lfBF/R71GrcnLyeL04V0AHNi5nvrN2qNUqsjLyUJTWHLm/H7qNGjJiYPfcuynrZw+vJPPl84iqH4Li38PaKsGdcjKyWPPcX32/9O9v9C2cQgqpZKs3DwK7tP8NCSgBh9u2cOlG7c5ciGMT7bvZ0QPy2vWf69W/p5kqQvYE6avkH925hptA31QKRVk5RdQoCn+sKF3fX+O3Izj4PUYEjJzWX78MmqNlhY1i1prrDsdTq8Qfxr5uJlrVypV3vXLKO0dcGzfDQDXfo+SF3YRdFoUdvZwn2x5/o0wnLr0walrXxw7dMd7/Azyblw1ZFN9Jr1O+o/bUd+6gcLWDoWt5Y1kWqfhg+TmZnH2qP7NCId2rSWkaYd/fI+pEVifXZve5XbE71w5/ws/bvuYDr0eM0XoZvF7WAaODir6dNVn/R8fUpNzl9LR/pEAdbBXoVIVrzi6u1rx9uwGbNkZS3hkNna2Suxs9dWE0KuZDOzlwyO9fej7kBfzpgUTGp4p7wEV/5hFPjYtbTCfRx55hEuXLtGkifETzxUrVhgyU4cPHyYpKYl9+/YxdepUwzparZadO3cSHBxMSkoKVlZWLFq0iIKCAhISEggODiYzM5Nu3boZyjRv3hzQNxf+s//p7NmzyczM5MMPPzSsN3v2bPbv38+ECRP48ssvK3wMKkKn0XB5ynxarP+ABm/NQKFScbr/0wB0PrGTsFcXkrj3YLFyDnUDqTFiAMfbFx9Ip7RllkKlUvHS5JdZ9ME7fLp+DVqtloXv6bNzU16cwLgJL9K+YyejMvWCQ3j+pamsX7uK7OwsOnXqwtjxzwNw5PDPpKelsWnjp2za+KmhzK7vD5hvpyqBnC+VZ691g6oOweRUKitGTXiDjR+/ys7NH6LTapk8X3/+vzdrGEOfmUXzNj3L2EqRbg8/RUbqXfZ/u5qszFTq1G/BYxPfNFX4ZmOlUjH32WG8vnoLS77+Hq1Wy9o5EwEYNXcJMx5/hO6tjb/HxgzoTlxSKi9+sA53FyeG92jPmIHdqyL8SmWlVPJ6zwd4/YezLD0aikanY+1w/Qjiozf/zCsPNaN7PeMRxIPcnVnYvy2f/HqFqJRMark58tEj7XG00WdmotOy+CE8mq1Plv9cq3a0WpI3fYLXuOn693UqlSR88DoANd9YSsrW9eReOGVUJOPAblSuHrgOGInKyYX8yHCSN+rfaenYtisqFzfchzyJ+5AnDWVuTRhirj2qFCqVFcPHLuDLFbPY++UitFoNL8zTv3/7ozlDGPTUqzR9sPTX1fxVj0HjSU2KZc3CcTi5etCh52h6DBpfdsFqSquFD9fcZO6Uekx8MhCVEqYtKGrdtf6DZiz//BbHzxh3lejRyQsPN2vGPRbAuMeKBmzqPvIU276Px8vDhqeG+ePqbMWVa1l8sCqS/zQLbwJb1RS6+43aU82NGzcOhULB2rVr/1H5iRMnsnv3brp27crKlSvx8NA/MV25ciUnTpxg06ZNJZb97LPP2LlzJ999Z/xeu3PnzjF48GDOnTvH2LFj+eKLL4o1ubx58ybffPMNM2bMuO97Qu/nB5dGZa/0D9nW8MH1gaaknvqNguTUsgtUE/0ywgi/EW2y7ScnJXH9ejiNGjfB1dXNZH+nsjWoFyDny330ywj7T1T8/okBBeH8cME0/ZzSUhKIvnGZOg1a4uTiUXaBaqRfSxuyf91hlr+VmJrOlZt3aBFcG3cXp7ILVCHHDkPIWvmqybafmJXLlYRUWtTwxN3BNF1QTMHpxXdNWolTuXlgUzuY/BtX0WZZTt/n2mt2sOus6V6xlZ6SQHRkKEH1H7Coe8ygB1V0H3mq7BUryMvdmgb1nAgNzyQ90zIylYe2tqvqEMot95ctVR0C9t0sN1NvkRXQ/xJTVigslakroJbK1BVQSyUV0JKZsgJqycxZAbUkpq6AWipTV0AtlakroJbKXBVQSyQV0L/HkiugFtkEVwghhBBCCCGqgqW/h7OqSQNmIYQQQgghhBBmIRlQIYQQQgghhCgvGYSoQuToCSGEEEIIIYQwC6mACiGEEEIIIYQwC2mCK4QQQgghhBDlJYMQVYhkQIUQQgghhBBCmIVkQIUQQgghhBCivJSSw6sIOXpCCCGEEEIIIcxCKqBCCCGEEEIIIcxCmuAKIYQQQgghRDnpZBCiCpEMqBBCCCGEEEIIs5AMqBBCCCGEEEKUl0JyeBUhR08IIYQQQgghhFlIBVQIIYQQQgghhFlIE1whhBBCCCGEKCedNMGtEDl6QgghhBBCCCHMQjKgQgghhBBCCFFe8hqWCpEMqBBCCCGEEEIIs5AKqBBCCCGEEEIIs5AmuEIIIYQQQghRTjIIUcXI0RNCCCGEEEIIYRZSARVCCCGEEEIIYRbSBFcIIYQQQgghyktGwa0QyYAKIYQQQgghhDALyYAKIYQQQgghRHnJIEQVotDpdLqqDkIIIYQQQgghLEHm2R+qOgScH+xX1SH8Y5IBreb2/VZQ1SFUO/0fsOatLYVVHUa1M+8xK34Jza3qMKqdbk3t+eGCuqrDqJb6tbRhr3WDqg6j2hlQEE7OhvlVHUa14/Dc/8g5srWqw6h2HLqOJO+nz6o6jGrHrvez5O3/tKrDqHbs+owhb88nVR1GtWQ38IWqDkGYiVRAhRBCCCGEEKKcdDIIUYVIA2YhhBBCCCGEEGYhGVAhhBBCCCGEKC8ZhKhC5OgJIYQQQgghhDALqYAKIYQQQgghhDALaYIrhBBCCCGEEOWkQwYhqgjJgAohhBBCCCGEMAvJgAohhBBCCCFEOelkEKIKkaMnhBBCCCGEEMIspAIqhBBCCCGEEMIspAmuEEIIIYQQQpSXNMGtEDl6QgghhBBCCCHMQiqgQgghhBBCCCHMQprgCiGEEEIIIUQ56RTyHtCKkAyoEEIIIYQQQgizkAyoEEIIIYQQQpSTvAe0YuToCSGEEEIIIYQwC6mACiGEEEIIIYQwC2mCK4QQQgghhBDlJYMQVYhkQIUQQgghhBBCmIVkQIUQQgghhBCinGQQooqRoyeEEEIIIYQQwiykAiqEEEIIIYQQwiykCa4QQgghhBBClJMOGYSoIsyWAdXpdOTm5qLT6UpcR6vVkpubW+a2kpOT0Wq1lRkeQKmx/d3t7N69m5SUlErZnhBCCCGEEEL8G5itApqSkoKPjw9eXl6Gj729Pfb29kbz2rVrZ1Ru1apV9OjRw2jeuHHjmDNnzt/6+56enuzevbvUdYYPH87ixYsBfWVYqVQSHBxs9HFwcOD06dOlbkehUDBv3jzWrl37t2IU/z1O9lDLC2ykLYL4j7L2cKP7tYPY1/av6lCEEEKIctEplFX+sWRm+9nr6elJZmYmeXl52NnZATBt2jQAlixZAkBUVBS1atUyKmdnZ4e9vb1hOj8/n8OHD7N06dJS/965c+dwcnKiQYMGANja2uLk5ASARqNh0qRJvPTSSzRt2tRQ5vXXX2fw4MHY2try4osvYmNjQ0REhNF2e/XqZRQPwNSpU9m2bRvW1taGednZ2bz//vt88sknAKjValxdXQkLCys1bnOJi77Ol5/MJSkhmvbdH2XQE6+gKMc7je7G32bx66N5Z/0Jw7x936zgx28/KbbuS/M2ENKkbaXGbUrerjConQp3Z/jtho6DF8qXZQ/0hgFtVDjYwbHLWk6FF2XSH6in4KFmShxsISpBx66TWrLy9MvaN1TQuYmSjBxwdYCvj2i4fdcUe1ZxMbcj+Hz5G9yNj6ZTz6EMe/rlMs+XI/u3sfvrVWRlptGg6YOMmfwWru7ehuWJcbdZ+OqTLP78iKnDN5nY29f58pN5JCXcpkOPYQx6Ynq5r6OPXnuMhRuOG80/uOtTft7zGQXqfBo068DoCfNxdHYzUfRVz9rTnTY7PsGhTq2yV/4XiLibxvzvTxOdmsnQFvWY1q1Fuc4XgNk7T+DuYMurvVv/rWWWIiImgfmffkf03WSGdm7NtOF9yzw2U5dt4sjFcMN020Z1WT19DADfHjnDql0/k5aVw4MN6vDmmGF4uzmbdB9M4XrsXeZv2sPtu2k82rEFLw/pXuZxmbzqG46EFv12adcgiDWTHytzmSW5HnuX+Zv3cvtuqv64DC7HcVn9DUdCbxim29WvXWzfZ326E3cne+aM6GOSuE3telwS87/+idtJaTzarikvD+xc9nFZv5MjV24aptuFBLDm+WEAfHboLJ//cp78gkLa1w/kjRE9cXO0L2lTQpSbWavPS5cuZdy4cSUuf+qpp3jttdcAfTPWP5vEKhQKdDodWq2W3bt3o9Fo6NGjhyEr6ePjQ+/evY229dprrzFq1CjUajUASqXScBGuWbOGb7/9Fjc3N6MyrVq14siRIzz2WNENKSgoiKCgIKysiurq917MarWaqVOnEhUVxW+//caiRYu4e/cuycnJnD17lrlz5xIbG1ttKp+FBWrWvj+JgLqNeeXtr0iIucHpwzvKLJeceIc1771ITnaG0fxeg8fxzvoThs+s977FycWDWnUamWgPKp9KCaO6qohL0bH+Rw3eLtCiTtk/DB1s9eVCb2n5dL+GZkFKavvoywV4QbfmSnb+qmXZLg1WKgW9HtBfch7O0KGhklV7NazZp+HkVS3dmqtMuo//VEGBmhULp1C7XmNee/9L4u5EcuLQzlLLRIT9xq6vVvLclP/jnU/2UqBWs+3zjwzLkxJiWP7OZHKyMkrZSvWmv44mE1C3MTPe+Zr4Ozc49cuOMsslJ95hzbsvFbuOIq6c5fThXUxZ8Bkz391KYUE+O774wETRVw+tNn9E7NbvqzoMs1AXapj67VEa+bmz+Zk+RCals+vSzbILAici4zhzO4GXujT7W8sshbqgkKnLNtGodk02v/4CkXF32XXitzLLXbkVyzcLJnFk6WscWfoaS156AoDfrt9i5Y6DvPXccPa8M538gkIWf/ODqXej0qkLCpmy+hsaBdRgy6xniYxPYufJS2WWC7sdz7bXxnH0/Zc5+v7LLJkwrFzLLIX+uGyjUYAfW2Y+S2RcMjtPlee4JLBtzliOvjeNo+9NK7bvx8MiOX3tFi8N6Gqq0E1KXVjIlA27aFTLhy3THiMyIZmdZ66UWS7sTiLbZjzJ0f97nqP/9zxLxgwC4NyNO+w6G8anLw3nq+mPoy4s5MNdlvvAWFQvZq2A9u3bl23btrFzZ/Efr8eOHePUqVOMHz8egFOnTqFUKhk7dizff/89KpWKDRs2sHjxYtasWUNERITh8+abbxqyqn/6/PPPiY6O5sMPPzSaHxERwYwZM/j000+Nsq3vv/8+b7zxBj4+PkRHR3PgwAG0Wi3r1q1j3bp1eHl5ceDAAVJSUjh58iRHjx412q5CoSA3N5eYmBimT59umJ+YmMj8+fPL3b/VHK5cOEpeTiZDnpqFl18gA0ZP5eSh7WWWW/Pei3To8Wix+dY2tjg4uhg+R3/cwkMPP4W9g+U8bQ6uocDOGvb/piU1Cw5d1NKyXtmXR9MgBVl5cPSyjpQsOBKq5YF6+gqop4uCfWe03EzQkZkLv0dqqemhX6ZUwJ7TRdnQhDSwszHV3lXM5fPHyM3JYsSzr+DtF8CQJyZz/OCOUsvEx0Tx+ITXadSiPe6evnTsMYhbN4q+CJe/M5lOPYeaOHLT+vM6Gvr0TLz8Ahg4eionD31XZrnV775E+/tcR7dvhNL4gS741qyDt18grTr1JzHulilCrzYuvjCPqGUbqzoMszgeGUdWfgGv9HiAAHdnJj3UnB0XI8ssl1dQyMKfzjLloRY433OTKG2ZJTkeeo2s3HxeGdmPAB8PJg3txY5j50otk5CSDugI9vfF2cEeZwd77G31xyAqPonXnnyE9o3r4evhyuBOrbhyK8YMe1K5jl2JJCs3nxnDehLg7c7kRx7iu19/L7VMQmoGOnSE1PTGxcEOFwc7HP44LqUtsyTHrkSSlZfPjEf/PC5d+e7Xi6WWKWvf89QFvLN1P1MHPYSLg10pW6q+joVF6c+XQV0J8HJj8sOd+O7U5VLLJKRlotPpCKnhhYu9HS72djjY6lvzhd5OoEvDIIJ8PAj0cqPfAw24dTfNDHtiIRSKqv9YMLNWQBs2bMjMmTOZMmUKOTk5hvkajYYpU6YwadIkQkJCAGjbti1qtZr169fz8MMPo1arcXd3JyEhAVtbW6M+oGq1ulizWD8/P3bt2sXEiRON5gcHB3P48GEGDBhgNH/ChAnk5OSwaNEi3nvvPbZu3cr7779PaGgooaGhvPrqq4SGhvL0009z+/ZtnnrqKUPZP7OzDzzwAMOHDyc+Pp6WLVvSsmVLhg0bxt27d2nZsiXdunWrrENZIbG3wqkd0gIbW/0xqxnYgIQ7N8ooBeNnraBFu76lrpOeksjFMwfp2u+JSonVXHzd4U6yjkKNfjohDbxdylHOTUFUQlGT29hkHX7u+pvChUgdV+8ULfN0UZCSqZ9OyoDrsfp/W1tBm/oKrkZXziBYlS361jXqhjQznC+1atcn7k7pP5w79xpKq/Y9DdMJMbfw9gswTL8052Nad+x9v6IWIybqGrVDmhddR7Xrl+s6mjB7OS3bF2/eVSMgmIunD5AUH01mejInf/6OBs06VHrc1UnuzTtVHYLZXEtMo1lNT+yt9a1p6nu7EZlcdguAtScuk1eoQaVUcPpWgtFgeaUtsyTXouNpVreWoQJZv5YfkbGl90cIjbqDRquj78wP6PDSm8xe8zUZ2fqHvEO7tKZnqyaGdaPikwjw8TTdDpjItZgEmgfVxN5GXyGo7+9DZHxSqWUu3YpDo9XRe+5y2k1fxKwNO8jIyS1zmSW5FpP4z4/LvBW0e+VDZn26k4ycPMPyNT+cIF9diJVSyanwKIu8lq7FJtG8do2i41LDi8iE5FLLXLqdgEano/eb62g3ZzmzvvjecFyCa3hy8FIE0UlpJGfm8N2py7SvH2jy/RD/DWYf+mT69Ons2rXLaITYEydOEB8fz/z58w3zlEolSmVR/djKygofHx9Wr15NixYteOWVV2jRogWjR49GrVYbMqBLly5l3rx52Njov8g0Gg1qtRqlUsnAgQNRKpVGy/z9/QkNDcXNzY1FixYBMGrUKAYNGsTKlSu5fft2sX3YsmULn3/+uWE6Ly8PFxcXrl69ypUrV+jTpw/btm0DIDIyknHjxnHxYulP5/Lz88nPzzeaZ2triymeEeTlZuPpUzTgh0KhQKFUkZOVjoOTa4nlvHwDSE4s/Sny8QNbad3pYWztHCot3so0sktRE9m/0urg8i1dsXl21pBXUPL2bK0hKb2oXH4BON+ne4S9DbQKVrDjV+N+pcE1FDzaSUl6Nhy7rPl7O2MmeTnZePoany9KpYrsrAwcncqupWdlpnH0p208N/Vtwzxvv1oklXEuVXd5uVmVeh01atkZ7xqBvDX1YQAC6zWl15CxlR+4qBJZ6gL8XR0N0wqFAqVCQUaeGpcSspdxGdlsOhNOkxqexGfksOXsNfxcHPhwaGfiM3NKXFbefqXVRVZePv5e7oZp/T1GQUZ2Li4l9De7lZBMo9o1mT68LwqlggWffsey737i9ScHGa2XlpXDt0fO8PbY4SbdB1PIylPj7+lmmFYoFKiUCjJycnFxKOG4JKbQONCP6UN7oFQoeGPTXj7edZi5o/uVusySZOXll3Bc8krMXt5KTKFxgB/Th3bX7/vm7/l492HmjupLXEo6Xxw6TdPaNYhLzWDz4bP4ubuweNyjFnUtZeWr8fco+k7WHxdl6cflbiqNa/kw/ZGu+uPy1X4+/v44c4f3pFPDIAK93Ri48DMAmgT48lzPNubYFYugM28O71/HLEfvz+anOp0Od3d3zp49a9T8tUuXLly8eBFXV1cKCwvJzs6+79OnLl260LNnT7y8vNi+fTu1a9fm0KFDRhXQqVOnkpGRQVJSEklJSSxbtoz27duTmZnJs88+y/Tp0w3LUlNTCQ0NNWw/JyeH9u3b8/7779OvXz+io6P56quvDFnQCxcucPnyZYKDg7l0qai/QXZ2Nl5eXgA4OzszcOBAFi1axKJFi9i+fTujRo0q8xgtXLgQV1dXo8/ChQv/8TEvjVKpQmVl/IPH2toGtTqvhBLlo9VqOPnzNjr2Hlmh7ZjS3jNa1vygKfa5eFOH5p4xhwo1+uxkabRaKPxLuULt/cv0f1DJnbs6ImKNz+sb8Tq2/KJBq4OeLavnzUypUmF1v/Mlv3xPzr9c8w51G7SgWWvL7FdTEpVKhZX1PcfF5p9fR7/9+gMpd+N4bfEu3ll/jBoBwXyx7O+N9i2qLyulAmuVcT9vWysleQWFJZbZdekmHo52rBrVjfEdm7D2sR6ci77Lyaj4UpdZGiulEmsr4xunrbUVeeqSn/49178rK6Y+TT1/X+rW8GHKsD4cOFe8ueHCzbtpUS+QLs0bVHrcpqZSKrG2Mj5nbKysyFWXfM6M7dOBlS+OIriGN3X9vJg2uDsHLlwtc5klUalKOi4lny/6fR9ZtO+Duhn2feepS3g6O7L6pdFM6NeJ9VMe51xENL9ejTLlblQ6lVJxn+OiIreUe8zYnm1YOX4owX6e1PX1YNrAzhy4qB+k6scL14hLzWTn7Kc58tbzBPt58tpmy+tLLfRCQ0Np06YN7u7uzJw5829l+QsKCmjWrBm//PJLpcVjlgxoREQErVu3/iOjVyQ7OxuATZs2GeYVFhZSUFDAtWvX8Pcvyi7odDpycnJwdNQ/QQ4LC2PGjBl8+OGH922C+6fr169Ts2bNcsW5Z88etFottWvXBvQ/MEePHl2sf6m1tbXR34uLi6NmzZo888wz/PrrrygUCqPlOTk5BAYGMnny5BL/9pw5c4z6joI+A/pz2f3H/zYHJ1fio68bzcvLy8HKyrqEEuVz/fJpHJ3d8fOvV6HtmFJ2CXWD7Dwd3q7GTzptrSlWKb1XrhocbRWA/kK2sSpepkVdBYE+Ctb+UDzDqdNBdBL8cE7D6K4qfip73A2zc3RyJfa28WjQebnZ5Tpfjh/cwfUr55n34demCq/KODi5EhdtfFzyc//5dXTu+D469x6Jb806ADz6zGxmj+lATnYGDo7laA8uqjUXO1tuJKUZzctWF2KlKvnBU2JmDu1q+2Lzx49KR1trAt2diEnPLnWZpXFxtOdGbKLRvOw8NVZW5R+YzdnBjrSsHNQFhdj88RRwx7FznL8exVdvvFSp8ZqLq6MdEfc0Rc7JVxd7kFEaZ3tbUrNyjY5LeZZVZ64O9kTEVd5xSUzLpG2D2oZj4GhnS6C3OzHJaZUZtsm5OtgREW/c5FZ/XMr/cNvZ3pbU7FzUhYXs+y2cER2aE+TjAcCsIQ/R6fVPyMjNw8XeMvvJ/lfl5+fzyCOP0LdvX7766iumTJnCZ599xpgxY8pV/s8uiZXJLCmX+vXrk5mZacg8/vmZOHEiEydONJqXlpZGdnY2/v7+pKenExYWxvnz5wkKCmLfvn2Eh4fTv39/Fi9ezOHDhw0j3d5bSfzTjh07ir1HtCSffvqpYRCkP61YsYI9e/awZ8+e+w6eBHDjxg1q1arF559/zpkzZ1AoFGzcuJELFy4wf/587O3tmTBhQql/29bWFhcXF6PPvRX2yhJYrylREUVNgpMTY9AUqEttNlgeF379kWZtepa9YjUUmwL+XkUVUFdH/ci4ueqyyunw9yqa9nNXkFnUvZmaHtC3lZLtxzVGld+mtRW0b1j097RafZPf6igouAk3rxWdL0mJMRQWFuBYxvly8/oltn76AeOnv4uLm+X1vypLYL2mRF03vo4KK3AdaTUaMtOLfjykp+l/YOm05XsdkKjemtTw4GJs0f9vbHoWBRotrqUMHuTr7EBeYdGDK61OR0JmLjVcHEtdZmmaBNXiYmS0YTo2KZWCwkJcS3ndw4xPtnDxRlGZy1ExeLk6GSoRoTfvsOjrfSwcPxJPFyfTBW9CTQJrcCkq1jAdk5yGulCDq2PJP/5fWbedizeLmvhfvh2Hl4sjNtZWpS6zJE0C/f7+cVn/3T37Hm/Yd193F/L/klXWanUkpGVS06Niv4nMrUmAH5duFbWAiElJ1x+XUgZVeuXzPVy8FWeYvnw7AS9nB2ysrNBotaRkFf2gScrQP9zSVtcfK2amUyiq/FNe+/btIz09nY8++oh69erxzjvvsH79+nKVvX79OosWLSIoKOgfHqn7q55t/oDNmzfj7u7OsWPHmD17NseOHWP48OEsWbKEkJAQjh49Sr16+kxbfn7+fSug77//PmlpaSU2gd2/fz9HjuiHlP799985cuRIsXXHjRtHr1696NWrF337Fh+A58oVfYryz6ypq6sra9euZfDgwSxdupRZs2axY8cOk1Um/4l6jVqTl5PF6SP6CvXBXeuo36w9SqWKvJwsNIWldHosRdjvxyzqvZ9/dStRh501NA/SX9CdGim5maDjzxYKNlb6kWvvde2OjgAvBbV9FCgU+nd73ojXF3K0g1EPqThxRUtcqr5p7p/f80kZOro2VdKglgJXR3iomZKw29Xzph7SuBW5OVn8+stuAH787lMaNmuHUqUit4TzJSMtmRULp9J3yLME1m1MXm4Oebk5xdazZIbr6PAuAA7sXF+h66hOg5acOPgtx37ayunDO/l86SyC6rf4V78H9L+kVYA3WfkF7A7Vv3plw8kw2tX2RaVUkpVfQMF9mlv0aRjIkYhYDoRHk5CRw7LDv1Og0dDS36vUZZamVf3aZOXms/uPV69s2HeUdo3q6Y9Nbh4FhcVbj4TU8mPR1n1ciozmyO/hfLLzICO66b9/kjOymLpsE8/260zj2jXJycsnJy+/2Daqu9bBgWTm5rP7j1eMbNh/knYNgv44LvkUaO5zXPx9+ODbA1yMiuHwpeus2HOEkV1albnMkhQ7Lj+dpF2D2qUfl5refLD9IBejYjkcGsGKvUX73veBhhwOjeDAhaskpGawdPcvFBRqaFnXv9h2qrPWdf3JzMtn91n979INP5+lXf1A/XHJK+G41PDig52HuXgrjsNXIlnxwwlGdmoBQMugmmw7eYmtJy6y68wVZn2xjxa1a8h7QC3Q77//Tvv27XFw0I/P0rx5c0P9pSwTJ07k1VdfNdRzKkuVPvbS3Odi+NMjjzzCpUuXaNKkidH8FStWGAYnOnz4MElJSezbt4+pU6ca1rl69Spvv/02u3fv5qeffjIccKVSSUREBBqNBp1Ox8aNG0lKSqJr16688cYbDB06FBeXoqZuOp2O7777jqZNm6LT6cjOzsbZ2dmoU/qaNWsYNKho0IOMjAwSExNxcHBg+vTp9OrVi3PnzqFWq/Hz88PVteqfqKlUVowcP58vls1m1+YP0Wm1THrjMwDem/UoQ5+ZTfO/mclMir9NRupdAus1NUHEpqfTwd7TWoZ2VNLzAX1lc+OBovNzYn8V+89rCY8xriTmquGn37Q80U1JXgEUFMKe0/pyTWorcLJT0L2Fiu4tisq8taWQ+FTYd1ZL7weU2NlA2G0d+3+rnpkulcqKJ5+fx7olr/HtxsVotVpmvLkOgLemj2DkmJm0bGfcyuD0sX1kpqewc8sKdm5ZYZi/+tsL5gzdpFQqK0ZNeIONH7/Kzj+uo8nzPwXgvVnDGPrMrL91HXV7+CkyUu+y/9vVZGWmUqd+Cx6b+Kapwq9W9lpbXv+8v8tKqWRe3za8tvtXlhy6gFanY91j+vNj5IZ9zOzZiu71axmVCfJ04b3BHVlx5CJRKZnUcnNi8aNdcLS1xtHWusRllsZKpWLeU4N4bd02lmz7UX9sZjwHwMj/rWDmqP50f6CxUZnn+nclLjmNFxZ/joezI8Mfastz/fX9zH84fZGUzGxW7DjIih0HDWV+W/uW+XaqEliplLzxWH/mfLaTj3b8jFarY/00/QjzIxauZ+awXvRoUd+ozNg+HYhLSef55V/h4eTAiC6tGNunY5nLLImVSskbo/sx5/NdfLTzkP64TH0cgBHvrmfmoyUdlwyeX/HHvnd+gLG99aOMB/l68v6YwSzfe4SohBRqebmxZMIwHO2qT+KgPKxUSt4Y3pM5m3/go93H0Gq1rH9pBAAjFm1i5uCH6NEs2KjM2J5tiEvN5PnV3+HhZM+Ijs0Z20M/0NCTXR/gbkY2a346RVp2Hi2C/Fgw0rJHr/+3KWkA03uTXhkZGdSpU8cwrVAoUKlUpKam4u7uTkk+/fRT0tPTeeWVV9i3b1+lxq7QVeFY0+PGjUOhULB27dp/VH7ixIns3r2brl27snLlSjw8PFi4cCGvvfYa/fr1Y9myZQQHF11se/bs4fnnnycvT98W0t3dnU2bNtGuXTuys7NJTk4mMLBoiOn69euzfft2mjZtilqtpkGDBvTp04fVq1cb1pk2bRrPPvssR44cYcWKFVhZWdGtWzcee+wxWrRowa5du9i/fz8nT54kIiKCDz74oFhfz9Ls++2fZSPLIy0lgejIy9Sp3xInFw+T/Z3K1v8Ba97aUnKn+opwtocaHgruJOnI+RsPzN2dwMtFwa1EHaWMD2FS8x6z4pdQ0w2pn5qcwK0bV6jXoAXOrpZzvnRras8PF8poS10BaSkJRN+4TJ0GlnUdAfRrafOfqPz9XQMKwsnZML/sFf+BxMwcLsen0MLfCw8Le9+gw3P/I+fIVpNtPzE1g8u3YmhRLxAPZ8tpSuzQdSR5P31msu0npGVy5XYcLerUwsO5eo4wfz92vZ8lb/+nJtu+xR6XPmPI2/OJybafkJ7FlegEWgTVwMPJco4LgN3AF6o6hHKLv1r1g3as+mon//vf/4zmzZ8/nwULFhjNmz17NgUFBXz00UeGeQEBAZw8edJovJ2/unv3Ls2aNeOHH34wvEpywYIFlfZKySrNgK5bt65C5VevXm1UGQSYPHkyQ4YMoVGjRsXWHzhwIHfu3P+9c46OjoYBjv507do1w79tbGy4efNmsXJLliwBICQkhDFjxuDs7Gy0/IknnuCJJ/RPLPPy8lD9jU7ypubm4Yubh29Vh1GtZOZCZszffyaTmgWpWdWzCW1lcff0xd1Tzpd7yXUk/g4fZwd8LOjHsjn5uLvg4y4Dbt3L180ZXzfnslf8j5Hjcn++rk74ulpmv2fx95Q0gOm9PDw8ig0ilJmZaXgt5f1MmzaNsWPH0rJly0qJ9V7Vtg/oP+Xk5HTfyqepOTo6Fqt83svOzg5ra8trHiWEEEIIIYTQ06Go8k95BzBt06YNJ0+eNExHRUWRn5+Ph0fJrba+/PJLli1bhpubG25ubhw7doyBAwfy7rvvVsrxs6yhz4QQQgghhBBClEvXrl1JT09n48aNPP3007z77rv06tULlUpFRkYG9vb2xRJk97b6HD16NNOmTaNfv36VEpNUQIUQQgghhBDiX8jKyoo1a9bw+OOPM3PmTDQaDYcPHwb0I+IuWbKEIUOGGJW597UrdnZ2+Pn54ebmVjkxVcpWhBBCCCGEEOI/QKewrF6MQ4YM4fr165w9e5aOHTvi7e0N6Jvjlscvv/xSqfFIBVQIIYQQQggh/sX8/f1LHPXW3KQCKoQQQgghhBDlpFMoqjoEi2ZZ+WMhhBBCCCGEEBZLKqBCCCGEEEIIIcxCmuAKIYQQQgghRDnpkCa4FSEZUCGEEEIIIYQQZiEZUCGEEEIIIYQoJ0t7DUt1I0dPCCGEEEIIIYRZSAVUCCGEEEIIIYRZSBNcIYQQQgghhCgnGYSoYiQDKoQQQgghhBDCLCQDKoQQQgghhBDlJIMQVYwcPSGEEEIIIYQQZiEVUCGEEEIIIYQQZiFNcIUQQgghhBCinGQQooqRDKgQQgghhBBCCLOQCqgQQgghhBBCCLOQJrhCCCGEEEIIUU4yCm7FyNETQgghhBBCCGEWkgEVQgghhBBCiHKSQYgqRjKgQgghhBBCCCHMQiqgQgghhBBCCCHMQqHT6XRVHYQQQgghhBBCWIIbkZFVHQL16tat6hD+MekDWs1ln9he1SFUO44dH+XXsIyqDqPa6dDIhbz9n1Z1GNWOXZ8xZP+6o6rDqJYcOwwhZ8P8qg6j2nF47n/stW5Q1WFUOwMKwrk0sHtVh1HtNNtziJvPDarqMKqdOht2kbd9aVWHUe3YPTqVvB/WVXUY1ZJdv3FVHYIwE6mACiGEEEIIIUQ56XQyCFFFSB9QIYQQQgghhBBmIRVQIYQQQgghhBBmIU1whRBCCCGEEKKcdJLDqxA5ekIIIYQQQgghzEIyoEIIIYQQQghRTjpkEKKKkAyoEEIIIYQQQgizkAqoEEIIIYQQQgizkCa4QgghhBBCCFFO0gS3YiQDKoQQQgghhBDCLCQDKoQQQgghhBDlJBnQipEMqBBCCCGEEEIIs5AKqBBCCCGEEEIIs5AmuEIIIYQQQghRTtIEt2IkAyqEEEIIIYQQwiykAiqEEEIIIYQQwiykCa4QQgghhBBClJNOJ01wK0IyoEIIIYQQQgghzEIyoEIIIYQQQghRTjIIUcVIBlQIIYQQQgghhFlIBVQIIYQQQgghhFlIE1whhBBCCCGEKCdpglsxZsuA6nQ6cnNz0el0Ja6j1WrJzc0tc1vJyclotdr7LissLKSgoMBoXn5+PhqNBp1OR9++fQkPDy93zOfPny/XuveW2717NykpKX+7rBBCCCGEEEL8W5mtApqSkoKPjw9eXl6Gj729Pfb29kbz2rVrZ1Ru1apV9OjRw2jeuHHjmDNnzn3/zo4dO/D09MTV1dWwTT8/P06cOEFUVBTHjx+ndu3a5Yo5PDyc1q1bc+nSpb+1rwqFgnnz5rF27dq/VU4IIYQQQghRvelQVPnHkpmtCa6npyeZmZnk5eVhZ2cHwLRp0wBYsmQJAFFRUdSqVcuonJ2dHfb29obp/Px8Dh8+zNKlS+/7d4YPH87w4cNZuXIlYWFhLFu2zLDsyy+/5KGHHjL8/b/Kzs6+b8VUoVDQsWNHbG1tjeYvWLCASZMmATB16lS2bduGtbW10fbef/99PvnkEwDUajWurq6EhYXdN24hhBDir6w93Oh88ltO9n6a3FsxVR2O+JdQuXlg5emDOuYWuryyW50JIURlM2sf0KVLl3LmzBk2bdp03+VPPfUUHTp04P333zdqqqtQKNDpdIamrRqNxigrmpGRQYsWLfjpp58M87788kseffRRfv75Zzw8PGjZsiU//fQTP//8M15eXob1li9fzujRo7GxsSE5OZmbN28SFBQEwMqVK4mPj+fNN99Eo9EAoFKp6NevH4WFhYZtqNVqpk6dyqxZs0hNTeXgwYMMHz4cgKSkJHbs2MG4ceMqfgArUcSdeBas30Z0YjJDurZh2sj+KBSlP02ZuuRzjv5+1TDdtnE9Vs0s2q/bCUk8/dZKfln+hsniNrU7tyJYv+xNEuLu0LX3YEY9M6XM4/LLj9v57qs1ZGWk0bDpg4yfugA3Dy+jdQoLC1kw/UmeGD+TRs1am3IXTOJ67F3mb97L7bupPNqxBS8P7l7mcZm8+huOhN4wTLerX5s1kx8zWmfWpztxd7Jnzog+Jonb3PTX1TdEJ/xxXY16uOzravFnHP296MFU28bBrJo13tShmlTE3TTmf3+a6NRMhraox7RuLco8Dn+avfME7g62vNq7+HVS2rJ/G2tPd9rs+ASHOrXKXvlfwLZ2ELWmzsa2pj8pP+4l/tPVZZbxenQUXkNHorS1Jeu3c8Qs/xBNZkaZyyyJtX8g3s9NxcqnBplH9pP6zWdllnHtNxTXvkNR2NiQe/kCSZ+vQJudCYBL3yG4DRyJJiUJK09vEj7+P/KuXTbxXpjW9fhk5m/7mdvJGTzaphEv9+9Q7vvNrC37cXe0Z86gLiaO0jyux95l/pc/cDsplUc7NOflQQ+V/V29ZjtHLv/1uzqQNS+N4pN9x1n1w4li66+bNIo2IYGVHrv4bzHrKLh9+/Zl27Zt7Ny5s9iyY8eOcerUKcaP1//wOnXqFEqlkrFjx/L999+jUqnYsGEDixcvZs2aNURERBg+b775plFW84cffiAvL4+pU6eSkpLCpEmTyM/PZ+fOnYSGhpKUlETNmjU5duwYw4YNA0CpVLJ79258fX0N2+nZsycfffQR+/btY8GCBcyYMQOADz/80FDB/JNCoSA3N5eYmBimT59umJ+YmMj8+fPL3b/VHNQFhUxbupFGQf5smj+Jm7GJ7Dp2rsxyYbdi2PrWVA6veIPDK95g8ZSnDcti7qYwdcnnZGRXj338JwoK1Cx5+xVq12vEgkUbiY2+ybGfd5da5tqVC2z/cjUTpv2PD1bvpKBAzVefLSm23vffbeTO7RvFN2AB1AWFTFm9jUYBfmyZ+SyRccnsPFV2s/Sw2wlsmzOWo+9N4+h701gyYZjR8uNhkZy+douXBnQ1VehmpS4oZNqSz2hU259NCyb/cV2dLbNc2K07bP2/lzm8YgGHVyxg8dRnzBCt6agLNUz99iiN/NzZ/EwfIpPS2XXpZrnKnoiM48ztBF7q0uxvLfs3arX5I2K3fl/VYZiFwsqaoHnvkHvjGhHTnsc2MAj3Xv1KLePQpDnuPfsS+eo0IqZOQGFjQ42xL5S5zKJYWeE7ZR75URHEvjkdm5oBOHXuWWoRu/pNcOrYg7j35hDzv5dRWFvjMeo5/eZ8a+Labygxc18iZv4U0n/cgdvQJ8yxJyajLtQwZeP3NPL3Zsuk4UQmprDz3NWyCwLHr93m9I0YXurd1sRRmoe6sJApa7+jUYAvW2Y8RWR8MjtPhZZZLiw6nm2zn+XowskcXTiZJeOGAvBcr3aGeUcXTuabWc/g7uRAw1q+ZWzxv0GnU1T5x5KZtQLasGFDZs6cyZQpU8jJyTHM12g0TJkyhUmTJhESEgJA27ZtUavVrF+/nocffhi1Wo27uzsJCQnY2toa9QFVq9WGZrq3b99m1KhR+Pr6MnHiRDZu3Mi5c+d47rnn8PT0xMHBAdBnJv39/Q3NZlUqFQ0aNKBx48bExMRgZWWFUqlk7969XL16lXfffRcHBwd+++031q1bZ9RUWKfTodVqeeCBBxg+fDjx8fG0bNmSli1bMmzYMO7evUvLli3p1q2bqQ9xuRy/FE5Wbh7TRw8gwMeTScP6svNo6T+UE1LSQQfBtfxwdrDH2cEee1sbw/IpSz5nSNc2pg7dpC6eO0FuThaPPfcyPjVqMfzJFzlyYFepZeJibvH087Np0qIdHl6+dOk5kKgI42bW8bG3+WHHJrx8apoyfJM5diWSrLx8ZjzakwBvdyY/0pXvfr1YapmE1Ax06Aip6Y2Lgx0uDnY4/OV8yVMX8M7W/Uwd9BAuDsWbxFui4xf/uK4eG6i/rob3ZeeRsq6rtKLrytEeZ0fj68oSHY+MIyu/gFd6PECAuzOTHmrOjouRZZbLKyhk4U9nmfJQC5ztbMq97N/q4gvziFq2sarDMAvnB9uidHQkbt1K1PGxJGxch3vvh0st41C/IZlnT6GOiUYdF0v64YPY+Ncqc5klcWjWGqW9Aylfr6fwbjyp27/AuUvvUsvY1Akh59I5CuJjKEyMI+vUUaz99N89CpWKpM+Wo0lPBUAdfROVg5PJ98OUjoXfIitPzYwBnQjwdGVy3/Z8d7bsrk55BYW8s/MIU/u1x8Xetsz1LcGxKzf139VDuxPg5c7kgV347mTpD4sT0jLRwX2/q22trQzzXBzs+OrobzzVrTXO/5LjJaqW2d8DOn36dNzc3IxGiD1x4gTx8fHMnz+/KDCl0qhPpZWVFT4+PqxevZrOnTuzdetWvvrqK0BfAf0zA1qrVi0mT57MyJEj+eyzz9i8eTPnzp3j6tWr5Obm8umnn5Kfn49arcbZ2dkotrVr11KvXj18fX3RaDTk5+ezefNmVqxYwS+//MIrr7xCjRo12LJlCx9//LGhXF5eHi4uLly9epXt27fj4+PDtm3b2LZtG0uXLsXPz4+LFy9y6tQpkxzTv+va7Tia1Q0w/NANCfAjMjax1DKhkdFotFr6TV9Ix4lv8OonW4yynUunPkPvNpadmYiOuk69+k2xtdWfSwFBIcRGl565eaj3YB7sUNQcPC7mFj41AozW+fyThQwY9gye3n6VH7QZXItJpHlQText9NdjfX8fIuOTSi1z6VYcGq2O3vNW0O6VD5n16U4ycvIMy9f8cIJ8dSFWSiWnwqNKHR3bUlyLjqVZvcC/XFc1iIxNKLVMaOQd/XX18tt0nDCXV1duJiM7p9Qy1d21xDSa1fTE3lrfw6O+txuRyWU3fVx74jJ5hRpUSgWnbyUYnROlLfu3yr15p6pDMBu7OvXIDb+CLj8fgLybN7ANLH2wwLxbN3Hp0AUbv5qoXN1w7/MwWb+dK3OZJbEJqEN+ZDg6tRoAdXQU1vd8v9yrIOY2jq06YOXth9LZFecuvci9fEG/LDaa3N/PAKCwtcOl50Cyz/9q0n0wtWtxyTQP8C36fvLzJDIxtcxya34+S35BIVZKBadu3PlX3FOuxSTSvHaNomNR05vIhORSyxi+q9/4hHYzlzDrs91G39V/SkzP4ueL13msayuTxG6JtCiq/GPJzNIHVKvVkp+fj52dHe7u7pw9e9aoctmlSxcuXryIq6srhYWF5Ofn4+DgUKzdepcuRW30t2/fTk5ODocOHTKqgCqVSv7v//4PgLFjx+Ls7Ezjxo3ZuHEjly5dYtOmTTz88MOGTOtf9erVi9GjRxuayvbt25dnn32WixcvolAoGDx4MM2bN2fr1q1GfUCzs7MN/UqdnZ0ZOHAgixYtMiwfNWpUmccoPz+f/D++fP9078BHlSU7L5+a3h6GaYVCgVKhJCM7FxdH+/uWuZ2QRKMgf17+o0/bgvXbWP7tj7z29BAAavl4EJtU9k2/OsvNycLLtyhLqVAoUCqVZGdl4OjkUmb5rIw0fvnxOya8/KZh3tGDu8jJzqLf4Ce4eK54XwpLkJWXj7+nm2FaoVCgUirIyMkrMXt5KzGFxgF+TB/aHaVCwRubv+fj3YeZO6ovcSnpfHHoNE1r1yAuNYPNh8/i5+7C4nGPlrvfTnWUnZtPTa97riulkozsHFwcHe5b5nb8Xf11NXqA/rpa9w3Lt/3Ia88MNVfYlS5LXYC/q6NhWn9/UZCRp8alhOxlXEY2m86E06SGJ/EZOWw5ew0/Fwc+HNqZ+MycEpdZ8vkiiigdHFHHxxvP1GpROjqhzc66b5ms82dQx96hwbrNAORcC+Puti/LXGZJlPYOFCbd8xBLp0Xp4Ig2J/u+ZXJDz1OQGEvAe2sAyI+8Rvr33xqtY9+sNT4vzKQwKZG0PVtNEru5ZOWr8fco+n42fD/l5uFif//vp7i0TL449jtNa/kQl5bF5uOX8HNzYvGT/Sz6npKVp8bf09UwrVAoUCnK+q5OpXGAL9MHd9N/V3+5j4/3HGHuSONxGb45foH+rRsZtWQSoiLMkgGNiIjAx8cHb29vvLy8qFGjBl5eXqxevZrVq1fj5eVFw4YNDa9N8fHxITY21mgbOp2O7OyiG25YWBgjRowgMTHRqAnuuXPnqFmzJkFBQWg0GoKCgvD398fW1pY+ffpw4sQJ9u/fT/v27Y22f+bMGcLDw3n//fdp0qQJDRs2JD8/n9WrVxMYGEhgYCB3795l4sSJdO3a1WgQpLi4OGrWrMkzzzxDz549OXToECdPnjR8du7caTQa7/0sXLgQV1dXo8/ChQsreujvS6VUYmOlMppna21F3h9PWe9nzIBuLJ8+hnr+vtSt6cPUEf04cKbsvgWWRKWywtra+OZqbW2DOr/408D72bj6PYIbNqflg50ByEhP5ZsvVvDcpLmoVGYd76tSqVRKrO85X2ysrMhVF5RQAsb26cDKF0cSXMObun5eTBvUjQMX9P1ydp66hKezI6tfGs2Efp1YP+VxzkVE8+vVKFPuhsmpVEpsrO93XZV8nMYM7M7yV8ZSz9+PujV9mTryYQ6c/XuvfapurJQKrFX3HAcrJXkFhSWUgF2XbuLhaMeqUd0Y37EJax/rwbnou5yMii91mfiX0GjQFRpfJ1q1GuV9Rqz/k2vnblj7+BI+8WmujB5E3q0oAl55vcxllkSn0aC7573mugI1CpuSH047tumElac3d157gVuTH0cdcxvv8dON1sm9/Bvxi/+HTqPFY8SzpgjdbFRKZbH7jY2Vilx1yfebneeu4ulkz+qxg5jQ40HWTxjMuZux/Ho92tThmtR9v6uty/iu7t2Olc8PJ7iGF3X9PJk26CEOXLhmtI5Gq2X7rxcZ0amlKcIW/1FmqYDWr1+fzMxMkpKSjD4TJ05k4sSJRvPS0tLIzs7G39+f9PR0wsLCOH/+PEFBQezbt4/w8HD69+/P4sWLOXz4MKNGjTLKgDZv3pywsDCioqJQqVRERUURFhZGUFAQHh4edOrUibfeeouHHzbuX+Lu7o63tzfNmzdn165dhIWFkZSURNOmTXnnnXe4e/cuv/32G8eOHeObb74xKnvjxg1q1arF559/zpkzZ1AoFGzcuJELFy4wf/587O3tmTBhQqnHaM6cOaSnpxt9SnrXaUW5OjqQmmn89DQ7L7/YTbw0zg72pGVloy7lR6WlcXR2ISPdOIubm5uDysq6hBJFjhzYRfiV3xg7eZ5h3pfrP6Rrr8HUrtug0mM1J1cHe1KzjJuF5uSr/975Ym9LalYu6oJCEtMyadugNjZ/NNF0tLMl0NudmOS0ygzb7FwdHUjNuOe6yv2715UdaZmWfV252NmSlmv80CZbXYiVquSvm8TMHNrV9jU8GHO0tSbQ3YmY9OxSl4l/h8LMDFQurkbzVPYOxSpff+X6UA9Svt+FOiYaTVYmcWuW49qpK0pHx1KXWRJtdiYqZ+PjorCzR6cp+f7g2K4rmYf2URAfgzY7i+Qta3F8sCNK+7/su1ZL/vUwkr9cU+agRtWdq4MtqfcMfpiTX1DqfTcxPZu29Wr95Z5iQ6CnKzGpmSaN1dRcHexIzbr3WKiLVUpL42yvP57qv7TyO3P9Nm6O9tT186y0WP8NqvodoJb+HlCz9wEtr82bN+Pu7s6xY8eYPXs2x44dY/jw4SxZsoSQkBCOHj1KvXr1AAzNewGsra1xdS26Yd+4cYMDBw4QFaXvZ+bg4EBWVhaqe25OwcHBjB49miNHjnD2bNHAIY6OjtjYFGXFzpw5Q2hoUebvypUrAIZ3iLq6urJ27VoGDx7M0qVLmTVrFjt27CizOa2trS0uLi5GH1M1wW1cpxaXbhQ96YtNSqWgsBAXp/s3EwSYuWIzF2/cNkxfvnkHL1dnQyXi36BOcGMirxX9395NiKWwsACnMprfRl67zJfrP+KFV97G1a3oBn3yyI8c2LuVFx7vzguPd+d62O8seftl9nz7mal2wSSaBPpxKaqoRUJMchrqQg2ujiVnJ15Z/x0Xbxa9t/Dy7Xi8XByxsbbC192F/L88ndZqdSSkZVLTw/V+m7IYjevU4lJk0TUSezel7Otq+RdcjLhlmP43XFdNanhwMbao31FsehYFGi2upQwe5OvsQF6hxjCt1elIyMylhotjqcvEv0Pu9XAcGjY2TFv7+KKwtkaTVXKFQKFSYeXmbpi28tDfexVKVanLLEn+zQhs6xU9wLTy9EFhZY026/7NkkG/jyoXt6Iybn90C1AqcWzXFZe+Q4pW1mpAq63kqM2rSS0fLkUXNVOOSc3Qfz85lPz7ydfVifyCe76DMrKp6eZcYhlLUPy7Ov2PY1HKd/WGnVz8SxnDd7VV0XfQ/t/C6dG8eLc1ISqiSiugGo3G8H7Nez3yyCNcunSJ48ePM3XqVAIC9B3vV6xYwccff4yNjQ2HDx/m22+/Zd++fdSsqe+7t3//fp588klat9a/J27EiBF8//33xMbGMmzYMKKjo9myZQvDhw9n5syZREYaj85oZWWF1V8uvHv7AyiVSqN5a9asYdCgQYbpjIwMEhMTcXBwYPr06dStW5dz584RHh5Oenp6BY5W5WnVIIis3Dz2HD8PwKd7f6Ft42BUSiVZuXkUFBb/Pwmp5ceHW/Zw6cZtjlwI45PvfmJEj3bmDt2kGjR5gJycLI4f2gvA3u2f07h5G5QqFbk5WUb9fv+UnpbMkren8/CjTxNUrxF5uTnk5eqzhR+s3slbS77kzcWbeXPxZoKCGzHmpbl07zus2Haqs9bBgWTm5rP7j1evbPjpJO0a1P7jfMmn4D7XcEhNbz7YfpCLUbEcDo1gxd4jjOyiH7yg7wMNORwawYELV0lIzWDp7l8oKNTQsq6/OXer0rVqUIesnDz2HNcPdqK/rkJKv64CahhfV9v3M6JH+2LrWZJWAd5k5RewO1Q/gNeGk2G0q+2rPw75BRRoiv/g7dMwkCMRsRwIjyYhI4dlh3+nQKOhpb9XqcvEv0N26O+oHBxx66Hvd+Y94nGyfj+n7wdq7wD3yWblXAnFo99APPo/gluPvgTOmkd2WCiazIxSl1mSvGuhKO0dcOrYHQDXh4eRd+V30GlR2Nnf97jkRYTh/FBfnLv1w6ljD7wnziQvIgxtdiYFcXdwHzwah1btsfL0wX3w42SfOW7u3apUrYNqkpmnZvd5fRePDb+cp11wLf39Jk993++nvs3rcfhqFAdCb5CQnsXSH0/qv4OCLHOgwD+1rhegPxan9Q/SNxw4Rbv6f3xX55XyXf3dz398V99gxffHGNm5pdE6x8Nuyns/76OqX8Fi6a9hqdLH7Lm5uSV2+HZxcaFJkybF5iuVRXXmL7/8kt27d9O1a1dGjBgBgI+PDwEBATz33HO0bdsWJycnCgoK6NKlC61atWLLli3Y2trSrFkzXnzxRdq0aUPdunUN23R1dWXBggUsWLDAMC80NNQwnZKSwksvvWQU0wsvvMDHH3/MihUrsLKyolu3bqxevZoWLVqwa9cudu/ezeuvv05ERAQffPCB0XtCq4KVSsXcZ4fy+uqvWbJ1H1qtlrWv6psIj5q3lBmPD6R7K+NjP2ZAN+KS03hx0QbcXRwZ3r0dYwZ0q4LoTUelsuLZF15j9Udz+fqzj9FqNcx5W/8y9LlTH+fxsdNp3b6bUZmTR34kIz2F7Zs/YfvmTwzzP9txBm9f49euWFvb4OrmiaOTZT1ltVIpeWN0P+Z8vouPdh5Cq9WxfurjAIx4dz0zH+1Fjxb1jcqM7dOBuJQMnl/xFR5ODozo/ABje3cAIMjXk/fHDGb53iNEJaRQy8uNJROG4Whn2UO766+rYby+egtLvv5ef13NmQjAqLlLmPH4I3Rvfe911Z24pFRe/GAd7i5ODO/RnjEDu1dF+JXGSqlkXt82vLb7V5YcuoBWp2PdY/pmfiM37GNmz1Z0r2/8SowgTxfeG9yRFUcuEpWSSS03JxY/2gVHW2scba1LXPZfsNfaspvwl4tWS8zyDwmYMRe/MRNRKFVEzpkGQMjy9cStXU7GSeOKUtLObVh5eOEz+ilULq7kXL1CzNIPylxmUbRakj5fgfeEGXiMGANKJXHv6bvm+L/5MSlb1pHzm/Ho+hn7d6Fy88DtkVGonFzIu3GVpE/1Y1Cob0eStHEVHqPGonRwJOfscVK+Xm/23apMViolbwx9iDlfH+Cjfb/qv58mDAFgxNKvmTmwEz2a1DUqE+TtzvuP9WH5/tNE3U2llqcrS57qj6OFD7BjpVLyxqg+zNm4h492Hkar07F+8mgARrz3GTOH9iiWyRzbu53+u3rlN3g4OzCiU0vG9ip6CBqdlMrdjCyaBlp25VxUPwrdv2Hs6XLIy8szNNM1hezsbLRabbFXu9wbg0qlMhoBuMztntheGeHdV2JqOlduxtAiOBB3F8t5F5hjx0f5Ncx0T7JTkxO5GRFGcMPmuLi6l12gmujQyIW8/Z+abPsJaZlcuR1Hizq18HAuuVlpdWPXZwzZv+4w29/TX1d3aBFcu9pfV44dhpCzYX7ZK/4DiZk5XI5PoYW/Fx4W9q5Xh+f+99+o+P1NAwrCuWTCByRWnl7YBzcgJywUTUb1aDFUHs32HOLmc4PKXvEfUrl5YBsUQt6NMLQWlMWts2EXeduXmuVvJaRncSXmLi0C/fBwuv9o/tWF3aNTyfthncm2n5CWyZXoeFrU8cejlC4g1ZFdv3FVHUK5nb9W+ituzKFVfcvtl2u5HY3+JlNWPkHfV7SqY/i7fNxd8XG37H53puDu6YO7p09Vh1Ht+Lo542vhfWTMQa4rPR9nB3ws6EGFqHqFyUlkJpf+juH/Ik1aCjkXqsd7xKsrX1cnfF2r9wM/c5HvavOw9EGAqlq1HYRICCGEEEIIIcS/i1RAhRBCCCGEEEKYxX+mCa4QQgghhBBCVJSlj0Jb1SQDKoQQQgghhBDCLCQDKoQQQgghhBDlJIMQVYxkQIUQQgghhBBCmIVUQIUQQgghhBBCmIU0wRVCCCGEEEKIcpJBiCpGMqBCCCGEEEIIIcxCMqBCCCGEEEIIUU7aqg7AwkkGVAghhBBCCCGEWUgFVAghhBBCCCGEWUgTXCGEEEIIIYQoJxmEqGIkAyqEEEIIIYQQwiwkAyqEEEIIIYQQ5aRDMqAVIRlQIYQQQgghhBBmIRVQIYQQQgghhBBmIU1whRBCCCGEEKKcZBCiipEMqBBCCCGEEEIIs5AMqBBCCCGEEEKUkwxCVDGSARVCCCGEEEIIYRZSARVCCCGEEEIIYRbSBFcIIYQQQgghykmrq+oILJtkQIUQQgghhBBCmIVUQIUQQgghhBBCmIU0wRVCCCGEEEKIcpJRcCtGodPppBWzEEIIIYQQQpTD4cs5VR0CDzVxqOoQ/jHJgFZz2atfr+oQqh3HiW9zOSKuqsOodpoE1yB90dSqDqPacZ2xlKyVr1Z1GNWS04vvknNka1WHUe04dB3JpYHdqzqMaqfZnkPstW5Q1WFUOwMKwjnTuX1Vh1HttDl2kuxfd1R1GNWOY4chRNy4WdVhVEvB9epUdQjlptNJBrQipA+oEEIIIYQQQvxLhYaG0qZNG9zd3Zk5cyblaQC7Zs0aatSogbW1NX369CEurvKSP1IBFUIIIYQQQoh/ofz8fB555BFat27N2bNnuXLlCp999lmpZY4dO8a8efP44osvuHnzJnl5ecyYMaPSYpIKqBBCCCGEEEKUk05X9Z/y2rdvH+np6Xz00UfUq1ePd955h/Xr15daJjw8nE8++YRevXpRq1YtxowZw9mzZyt41IpIH1AhhBBCCCGE+Bf6/fffad++PQ4O+kGLmjdvzpUrV0otM3bsWKPp8PBwgoODKy0mqYAKIYQQQgghRDlpq8FrWPLz88nPzzeaZ2tri62trdG8jIwM6tQpGuBJoVCgUqlITU3F3d29zL+TnJzM6tWr2bRpU+UEjjTBFUIIIYQQQgiLsnDhQlxdXY0+CxcuLLaelZVVsUqpnZ0dOTnle5XMiy++SMeOHRkwYEClxA2SARVCCCGEEEIIizJnzhymT59uNO/eiiaAh4cHoaGhRvMyMzOxsbEp829s2LCBI0eOcOHChQrFei+pgAohhBBCCCFEOVWH94Der7nt/bRp04Z169YZpqOiosjPz8fDw6PUcqdPn2batGns3r0bX1/fCsf7V9IEVwghhBBCCCH+hbp27Up6ejobN24E4N1336VXr16oVCoyMjIoKCgoViYhIYFHHnmE2bNn07p1a7KyssjKyqq0mKQCKoQQQgghhBDlVNWvYPk7r2GxsrJizZo1PP/88/j6+rJt2zbeffddQD8i7t69e4uV2bJlC4mJicydOxdnZ2fDp7JIE1whhBBCCCGE+JcaMmQI169f5+zZs3Ts2BFvb29A3xz3fqZNm8a0adNMFo9UQIUQQgghhBDiX8zf3x9/f/+qDgOQCqgQQgghhBBClJuuGrwH1JJJH1AhhBBCCCGEEGYhGVAhhBBCCCGEKCft3xgESBQnGVAhhBBCCCGEEGYhFVAhhBBCCCGEEGYhTXCFEEIIIYQQopx0OhmEqCIkAyqEEEIIIYQQwiykAiqEEEIIIYQQwiykCa4QQgghhBBClJNORsGtEMmACiGEEEIIIYQwC8mACiGEEEIIIUQ5aZFBiCqi2mdAdTodubm56ErJdWu1WnJzc8vcVnJyMlqttjLDK9Evv/xCVFSUWf6WEEIIIYQQQliCal8BTUlJwcfHBy8vL8PH3t4ee3t7o3nt2rUzKrdq1Sp69OhhNG/cuHHMmTPHLHEvXryY9957zyx/S1QvKclJXL0SSm5OTlWHIoQQQghRquTkZK5cuUKO/G4RZlLtm+B6enqSmZlJXl4ednZ2AEybNg2AJUuWABAVFUWtWrWMytnZ2WFvb2+Yzs/P5/DhwyxdurTEv9W8eXNu3bqFtbU1ubm5zJw5kwULFnDgwAH69++Pq6srAKmpqZw9e5YHHngAgA8//JBFixZha2tr2FZubi5qtZp9+/YBUFBQQFZWFikpKahUqoodlEoQkZTOgh/PEp2WxZCmdZjWtRkKRfmaE7y69yTu9rbM7vGAYd7nZ8L54tw18gs1tAv0ZW7vVrjZ25aylervVlQky5e8R3xsDL36DuDp554v8xjt3P412776Ai9vH+4mJjDnjbdp0qyleQI2IaVXDez7PY7KzQv1pV/JO7yr1PVtO/bDrmP/YvOzvl6GJjoC6+YdsOvYH4W9E4XR18ndtxlddoapwjeZiKQM/vfTOaLTsxnSpDZTOzct93U0Z99p3O1tmdWtBaBv7bHx3HW+C40iI7+APvX9mdq5KfbW1f42XUxETALzP/2O6LvJDO3cmmnD+5Z5XKYu28SRi+GG6baN6rJ6+hgAvj1yhlW7fiYtK4cHG9ThzTHD8HZzNuk+mIJt7SBqTZ2NbU1/Un7cS/ynq8ss4/XoKLyGjkRpa0vWb+eIWf4hmsyMMpf9m1l7uNH55Lec7P00ubdiqjock7KvU5c6r83FtlYt7u7exZ2Vy8ss4/f4k3g/MhiVszMpPx/gzsrlaPPyAPAeNJiaz43Hys2NzPPnuPn2mxQkJ5t6N0wq4k48C9Z/Q3RCMkO6tmHaqIfLvt8s/oyjv4cZpts2DmbVrPGmDtXkoqKiWLL4Q2Lj4ujbty/PPTeuzGOxffu3fPXVFry9vEhMTOSN+Qto1qy50TqFhYVMmTyJ5194gebNW5hyFyyGDEJUMdU+AwqwdOlSxo0bV+Lyp556itdeew3Q/4j7s7muQqFAp9Oh1WrZvXs3Go2GHj16EBwcTHBwMD4+PvTu3duwHRsbG3bu3ElSUhLz5s0z+hvt2rUjKSmJpKQkAgICjCqbhYWFDB06lKioKK5du8b//d//ERMTQ2pqKuHh4cyYMYOoqCjS09OrReVTXahh2o7jNPJ1Z9MTPbmZksGuy7fKVfZEVDxnbt/lxY5NDPPO3bnLniu3WDeyG5uf6IVao2Hx4YumCt8sCgrULHzzNeoF1+eDpauJvn2Lnw/8UGqZ2Jhodn77FUtXfc7iFRsY9Ogotmz61EwRm5BKhePQ8Wjio8n6YhFKTz+sm7YrtUj+qQOkL3vV8Mn87D20OZloEu6g8q+LXacB5Hy/icy1/0OhssLuocFm2pnKoy7U8PLuX2nk48YXo7sRmZLJ7iu3y1X2xK0EzkTf5YUOjQzzdly+xVe/3+D/+j3IhpFduRyfyjs/XzBR9KajLihk6rJNNKpdk82vv0Bk3F12nfitzHJXbsXyzYJJHFn6GkeWvsaSl54A4Lfrt1i54yBvPTecPe9MJ7+gkMXflH4tVkcKK2uC5r1D7o1rREx7HtvAINx79Su1jEOT5rj37Evkq9OImDoBhY0NNca+UOayfzNrT3fa7FyFQ51aZa9s4RTW1oS8t4js8KtcGTsG+6A6eD08oNQyXgMH4Tt8JJFvzufqCxNwatSY2jNmA+DUvAX+4yZy8//+x8URQ1Ha2BDw0hRz7IrJqAsKmbbkMxrV9mfTgsncjE1k17GzZZYLu3WHrf/3ModXLODwigUsnvqMGaI1rYICNW/+bz7BwSEsXfoxt2/f5sBPP5VaJubOHb79dhurVq1mxcpVPProMDZ98UWx9bZt+4Zbt6JMFLn4L7KICmjfvn3Ztm0bO3fuLLbs2LFjnDp1ivHj9U+uTp06hVKpZOzYsXz//feoVCo2bNjA4sWLWbNmDREREYbPm2++aciqAlhZlT/ToFQaHzqFQmHIej711FOG5RqNhsmTJ6PVasn74wlkVTseFU9WfgHTH2pOgJsTkzo3ZWfozTLL5RVoePfgb0zu0hRnOxvD/MvxKXSq40eQhzOB7k70bRDArdRMU+6CyZ0/e4qc7GzGjHsJvxr+PPHMOA7u31tqGY1GwwtTZuLh4QlAUJ16ZGdZ9nEAsKrTGGzsyPvlO7TpyeQd3YNN0/alF9IUQn6u4WP7QBfUZ38BdR5Kdx9yD2xFc/sauqx01JdPo/ILMMu+VKbjtxLIyi/g5a7N9NdRxybsuBxVZrm8Qg3vHvqdyZ2a4GxbdB3tDbvNU61CaOrnQZC7MxPbN+JwZJwJ98A0jodeIys3n1dG9iPAx4NJQ3ux49i5UsskpKQDOoL9fXF2sMfZwR77P45NVHwSrz35CO0b18PXw5XBnVpxxQKzXs4PtkXp6EjcupWo42NJ2LgO994Pl1rGoX5DMs+eQh0TjToulvTDB7Hxr1Xmsn+zVps/Inbr91Udhlm4tu+AysmR6GVLyY+N4c6aT/AaOKjUMl79+hO/ZRPZYVfIi75NzPq1uHfpCoBdQCC3Fr1PxtkzFNy9S9L3e3Bo2NAcu2Iyxy+Gk5Wbx/THBhLg48mk4X3ZeaT0CmhCShroILiWH86O9jg7Ft1vLNnZM2fJzs5m3PgJ1KhRk2eeGcP+/aU/rNNoNUyZMtXwu6VO3bpk3fO7JSYmhu3bv8XX19dksVsinU5R5R9LZhEV0IYNGzJz5kymTJli1D5do9EwZcoUJk2aREhICABt27ZFrVazfv16Hn74YdRqNe7u7iQkJGBra2vUB1StVhs10/2ndDod1tbW9O7dmw4dOgDQqlUrWrZsaZhu27YtrVq1IjOz6isk1+6m06yGp6FpX4iXK5HJZTfbWnvqCnmFGqyUSk7fTjRkmut5uvLz9Rii07JIycljZ2gU7Wpb9o0q6uYN6jdsjO0fDyiC6tTjzu3Ss8QBgUG0adcRgNzcHL7fvZ12HbuYPFZTU3n7o4m7BYUFAGjvxqL0LP//r8LRBauQ5uT/dgSAgtCTFF4vypAr3X3QpiVVbtBmcP1uOs38PP5yHblwM6Xs63vdqavkF2pQKZWcjr5ruI7S8tT4OTsY1lMqFSjL2Zy3OrkWHU+zurUMP+jq1/IjMvZuqWVCo+6g0eroO/MDOrz0JrPXfE1Gtn5guaFdWtOzVVGLi6j4JAJ8PE23AyZiV6ceueFX0OXnA5B38wa2gbVLLZN36yYuHbpg41cTlasb7n0eJuu3c2Uu+ze7+MI8opZtrOowzMIhOISsy5fR/nHO5EZEYB8UVGoZK1c38hMSDNM6rRadVgNA0t7dpB75xbDMLrA2+XfuVHrc5nQtOpZm9QIN95uQgBpExiaUWiY08g4arZZ+L79NxwlzeXXlZjKyLb/v482bkTRs2MiQWKlTpw63b5feKicwsDbt2ukfKOfm5rJ71y46duxktM7yZR8zYsRIfHx8TBO4+E+yiAoowPTp03FzcyMlJcUw78SJE8THxzN//nzDPKVSibW1tWHaysoKHx8fVq9eTefOndm6dStfffUVoK+A/jUD+k/l5eVha2tryMYCbNu2jW3btrFlyxYAfvvtN65cuYKzc9X3W8pWF1DT1dEwrVAoUCoVZOSpSywTl5HD5nPXCXBzIj4jhyVHLjJj16/odDo61fEj0N2JwRt+oNeqPeQWFDKmjWU/Vc3JycHHt4ZhWn+MlGSV4wHCuTMnGfvUMNJSUxg+6ilThmkWCls7tOn39BHS6cC2fA9vbFp2oiDsHBQUP78Udg7YtuiI+sKxygjVrLLUhdR0Laowlvs6+i2CAFdH4jNzWHoslBl7T6HT6ajv5covkbGGdXdfuUX7QMv7ws/Ky8ffy90wbTgu2SWPVH4rIZlGtWuyctrTbJ77PHFJaSz7rnjTsbSsHL49coaR3dqaJHZTUjo4oo6PN56p1aJ0dCqxTNb5M6hj79Bg3WYab/4OpZ0dd7d9Weayf7Pcm5ZdYfo7VI6O5MfFGs3TabSoSvkdkRNxzZDxBPB6eCAZp08X37aLC96Dh5D43beVF3AVyM7Np6aXh2H6z+/q0iqUt+Pv0ijInxUzxrJpwWRik1JZvu1Hc4RrUjk5OUZZSv2xUJUr8XHmzGmeevJxUlNTGTX6McP8n/bvJzsnm0cfHWaSmMV/V7WugP75ehWdToe7uztnz541GmyoS5cuXLx4EVdXVwoLC8nOzr7v61q6dOlCz5498fLyYvv27dSuXZtDhw6VWgF1cHBg+fLleHl5MXr0aNzc3EqMMzs7Gy8vL8P0xIkTWbRoEYsWLeLjjz9m4sSJFBYWlrqv+fn5ZGRkGH3y/3jqWdlUCgU2KuP/eluVirwCTYlldl+OwsPBjk+GdWFc+0asHfkQ5+7c5eStBPaHRxOXkcP2Z/ty6IVB1PNyZe6+4l94lkSlVBk9yACwtrEhP7/sZtQtWz3IvP+9h0qlYuOGVaYK0Xy0Gn2T2r8qLEBhXY4mSwoFNs06oP79+H0X2/UaQWHsTQojr1RCoOZlpSzhOios5ToKu42Hgy0rh3ZiXNuGrBnWmfN3kjh5O5FJnRpzOT6Vsd8cYfTmg+y/FsOoFnVNvRuVzkqpxPqe7gy21lbkqQtKLPNc/66smPo09fx9qVvDhynD+nDg3OVi6y3cvJsW9QLp0rxBpcdtchoNukLjY6BVq1GW8hDUtXM3rH18CZ/4NFdGDyLvVhQBr7xe5jLx76DTaNDdc93o1GqUtiWfM3dWr8KxURMarlhFk8++wLNXbxK+/abYekGvzCLr0iXSfz1R6XGbk0qlxMbaeGyNsu43YwZ2Z/krY6nn70fdmr5MHfkwB85eMnWoJqdUFf/dYmNjXa7fkq1ateZ/b771R7e19QCkp6fx2eefMnXqy9Vi/JLqRqur+o8lq9YV0IiICHx8fPD29sbLy4saNWrg5eXF6tWrWb16NV5eXjRs2NDwKhYfHx9iY+95WqjTkZ2dbZgOCwtjxIgRJCYmltoEd8qUKYZBh5KSktizZ0+JccbFxVGzZk1ef/11WrRowcGDBzl58qThc+jQoWKDGt1r4cKFuLq6Gn0WLlz4N45W+bna2ZCaa3xDyi4oxFpV8umQkJVL20AfbKz0NyFHG2sC3Z2Iycjhx6vRjGhRjyAPZ1ztbZjRrQU/R8SQWUomqLpzcnYmIz3NaF5ubg5W99zc70elsqJRk+aMnTiFnw/sM1GE5qPNy0Fhb5ylUdjYFq+U3ocqIARdbjbalOJNoqybtsOqVj1yf9hSabGak4udDam5xud4troQa2XJ11FiVi5tA7yNrqMANydiM3Ko6eLItqd6MbdnS/ycHWgX6MMD/l4lbqu6cnG0Jy0r22hedp4aK6vy/4BxdrAjLSsHdUHRObbj2DnOX49iwbNDKy1WcyrMzEDl4mo0T2XvgK6g5B/Krg/1IOX7XahjotFkZRK3ZjmunbqidHQsdZn4dyjMyMDqnoffSgeHYg8y/kodH0fok6OJev9d1AkJpJ8+RdbF343W8RowEKcWLbm58G1ThG1Wro4OpGbcc7/Jzcf6b1SYnB3sSMvMNrrfWCJnZ2fS09ON5uXm5mJdjpHUVSoVTZo0ZeLzL3Dgp/0ArFm9mj59+lKvXj2TxCv+26p1BbR+/fpkZmYaVQSTkpKYOHEiEydONJqXlpZGdnY2/v7+pKenExYWxvnz5wkKCmLfvn2Eh4fTv39/Fi9ezOHDhxk1alSlNcGNiIigVq1avP3224SFheHm5sZ7773HhQsXWL16NWq1mlmzZpW6jTlz5pCenm70MdU7Sxv7eXAprqgpc2x6NgWFGlzsSs5o+Tnbk/+XzI5WpyMhM5cazg4U6nQk5xRlBpOy9f/WWPAY1SH1G3ItvCgrl5gQR2FBAU5OJTd9OvLLAXZu/9owrVKpUCot/6mhJu42qppBhmmFiweorNDlld1nxqbBAxREFB8RWeUXiH33R8nZ8zm6nKrvF/1PNPZ1N76OMrIp0JR+Hfk62ZNfqDVMa3U6ErP01xHom0w52lhz+nYikzs1KWkz1VqToFpcjIw2TMcmpVJQWIirY8lNtmd8soWLN4rKXI6KwcvVCZs/fjiF3rzDoq/3sXD8SDxdSm6yWp3lXg/HoWFjw7S1jy8Ka2s0pQxUplCpsHIras5s9cdAIQqlqtRl4t8hO+wKTk2aGqZt/GqgtLGmMKPsMRs02dm4PPggd1atNJrv2KgxgVNeJnLBPApTU0oobTka16nFpciifo6xd1MoKCzExcmhxDIzl3/BxYiiMR0u37yDl6uz4X5jqeqH1Cc8/KphOiEhnoIyfrf8cugQ27cXNcNWqZSGQTR/+eUQu3ftYuSIYYwcMYzLly/zvwXz2br165I295+i01X9x5JV6wroP7F582bc3d05duwYs2fP5tixYwwfPpwlS5YQEhLC0aNHDU9z8vPzK1wBzcjI4OLFi7Ru3RrQ9zn94osveP755/n44495/PHH2bp1K56epQ+aYWtri4uLi9Hnr696qUytanmRlV/Aniv6G/CnZ8JpW9sXlVJBVn4BBRptsTK96wdwJDKWg9fukJCZw7KjlyjQaGnp70nLmp5sv3iTbb/fYPflKObsPUXzGh4W/R7Qxk2bk52dzaGD+n4h27/5kuYtW6NSqcjJyb5vk2r/WoF8/eVnnDxxlMSEOL7a/CkdOz9k7tArnebODRS2dlg3bgOAbdteFN6+pr/72dhCKRk/qzqNKLx93WiewsEZh6ETyD99AE1CNFjb6D8WppW/J1nqAvaE6X/8fHbmGm0Dfcq4jvw5cjOOg9djSMjMZfnxy6g1WlrULOrDtO50OL1C/Gnk42auXalUrerXJis3n91/vHplw76jtGtUD5VSSVZuHgX3aaIcUsuPRVv3cSkymiO/h/PJzoOM+KOfZ3JGFlOXbeLZfp1pXLsmOXn55OSZpnuCKWWH/o7KwRG3Hn0A8B7xOFm/n9P3A7V3gPtkbHKuhOLRbyAe/R/BrUdfAmfNIzssFE1mRqnLxL9D5u8XUDk54tlP/07lGk8+RcbZs/pzxsEBRSlZvprPjCHl0M/kXCt6t66Vuwch7y0ibvMXZIdfRWlvj7ISBmKsSq0a1CErJ489x/UDcH269xfaNg4p/X4TUIMPt+zh0o3bHLkQxifb9zOiRxkju1uAps2akZ2dzcGDBwD4ZutWWrZ8oNTfLbUCavHl5k2cOHGchIR4Nm/aROfO+sETN3z6GStWrmTZ8hUsW76CkJD6TJk6jYfLeBWQEOVhkY97NJqS+1g98sgjXLp0iSZNjLMHK1asMDzVOXz4MElJSezbt4+pU6ca1iksLGTw4MHF2tDfKzU11XAhb9iwgS5duuDkpH8qn5uby82bN/H39+fll1/mwQcfJDw8HAcHB2rUqIG7u3u5X1RvKlZKJXN7t+L170+z5MhFtFoda0fqK0qjvviJGd1a0D3Y36hMkIcz7w5oz8rjl4lKyaCWmxMfDe6Io401j7cK4W5WHmtPhpGWp6Z5DQ/e6PNgVexapVGprHhh8iss/uD/2LhhFVqthrfeXQrAyy89x3MTJtGug/EIt/WC6zPxxZf5bN0KsrOy6ND5IcaMe6kqwq9cOi25+7/GYcDT+vd1KhRkf70MAOdnZpN76DsKI4r3n1G6eqJwckETbzwKn3XDVigdnbHrMhC7LgMN89MXTb13E9WalVLJ6z0f4PUfzrL0aCganY61w/XnxOjNP/PKQ83oXq+mUZkgd2cW9m/LJ79eISolk1pujnz0SHscbfT3nOi0LH4Ij2brkz3Nvj+VxUqlYt5Tg3ht3TaWbPsRrU7HuhnPATDyfyuYOao/3R9obFTmuf5diUtO44XFn+Ph7Mjwh9ryXH/9QCo/nL5ISmY2K3YcZMWOg4Yyv619y3w7VRm0WmKWf0jAjLn4jZmIQqkics40AEKWrydu7XIyThr3lU7auQ0rDy98Rj+FysWVnKtXiFn6QZnLxL+ERkPU++9Sd/6bBLw4GZRKrk7Wv+u16eebuf3xYtKOHilWzNa/Fh69+3D56ceN5nv26o21hwe1JjxPrQnPG+af6Wy5lS8rlYq5zw7j9dVbWPL192i1WtbOmQjAqLlLmPH4I3Rvbfx7cMyA7sQlpfLiB+twd3FieI/2jBnYvSrCr1QqlYrJk6fywQfvsWH9OrRaLe++9z4AL734AhMmPE+Hjh2NygQHh/DiS5NYt3YNWdnZdO7UmXHjJwDg6+tntK6NjTXu7u6G37tCVIRCd79Re6q5cePGoVAoWLt27T8qP3HiRHbv3k3Xrl1ZuXIlHh767EPnzp1599136dy5c6nlg4KC2LZtGw8++CDvv/8+TZs2JScnhzfeeAONRkPHjh0ZNWoUXbt2Zf/+/Xz//fecPHmSsLAwXnjhBT7++ONyx5q92nSDSiRm5nIlIZUWNT1xd7CcbKXjxLe5HGGe9yMmJ93lxvVwGjRuiqurm1n+5j/VJLiGSStxCidXVL4BaGJvosvNLrtANeE6YylZK1812fYTs/64jmpY1nUE4PTiu+Qc2WqSbSemZnD5Vgwt6gXi4WxZ/RIduo7kkol+kFp5emEf3ICcsFA0GellF6hGmu05xF5rCxwAysQGFISbtBJn7eWNY8OGZIVeojAtzWR/p7K1OXaS7F93mOVvJaamc+XmHVoE18a9mjfTd+wwhIgbZb97/Z9KSkri+vXrNG7cqNr/brlXcL06VR1CuW0/XbyVk7k92tZyG7JaZAZ03bp1FSr/5yBG9zp2rHyvgoiKijL8+8++nWq1mh49ehgqs38aMmQIQ4YMAaCgoKDU7K25+Tjb4+Ns2c1vTM3TyxtPL++qDqNa0GWlU5hlWT+YzcHHyR4fJ7mO7uXj7oKPu0tVh1HtFCYnkZlsee+9FVWnIOkuacdKf5fuf52Puys+7q5lr/gf8OfAnEJUZxZZAa2ObGxsilU+72VtbV1m814hhBBCCCGE+LeSCqgQQgghhBBClJOlv4ezqllu42EhhBBCCCGEEBZFMqBCCCGEEEIIUU6WN4Rr9SIZUCGEEEIIIYQQZiEVUCGEEEIIIYQQZiFNcIUQQgghhBCinKQJbsVIBlQIIYQQQgghhFlIBlQIIYQQQgghykmrU1R1CBZNMqBCCCGEEEIIIcxCKqBCCCGEEEIIIcxCmuAKIYQQQgghRDnJIEQVIxlQIYQQQgghhBBmIRlQIYQQQgghhCgnyYBWjGRAhRBCCCGEEEKYhVRAhRBCCCGEEEKYhTTBFUIIIYQQQohy0koT3AqRDKgQQgghhBBCCLOQDKgQQgghhBBClJNOp6jqECyaZECFEEIIIYQQQpiFVECFEEIIIYQQQpiFNMEVQgghhBBCiHKS94BWjGRAhRBCCCGEEEKYhVRAhRBCCCGEEEKYhTTBFUIIIYQQQohykveAVoxkQIUQQgghhBBCmIVkQIUQQgghhBCinGQQoopR6HRyCIUQQgghhBCiPD49VNURwJjuVR3BPycZ0Gru1oQhVR1CtVN7zQ5CI+KrOoxqp2mwH9efeLiqw6h2QjZ/L9dRCWqv2UHeT59VdRjVjl3vZ7n53KCqDqPaqbNhF2c6t6/qMKqdNsdOste6QVWHUe0MKAgn4/xPVR1GtePSqjffny+o6jCqpYdbWVd1CMJMpAIqhBBCCCGEEOUk7UcrRgYhEkIIIYQQQghhFpIBFUIIIYQQQohyktewVIxkQIUQQgghhBBCmIVUQIUQQgghhBBCmIU0wRVCCCGEEEKIcpJBiCpGMqBCCCGEEEIIIcxCMqBCCCGEEEIIUU5abVVHYNkkAyqEEEIIIYQQwiykAiqEEEIIIYQQwiykCa4QQgghhBBClJMMQlQxkgEVQgghhBBCCGEWkgEVQgghhBBCiHKSDGjFSAZUCCGEEEIIIYRZSAVUCCGEEEIIIYRZSBNcIYQQQgghhCgnrTTBrRDJgAohhBBCCCGEMAupgAohhBBCCCGEMAtpgiuEEEIIIYQQ5aSrFsPgKqo6gH9MMqBCCCGEEEIIIcxCMqBCCCGEEEIIUU7VIgFqwSQDKoQQQgghhBDCLKQCKoQQQgghhBDCLMzWBFen05GXl4ednR0Kxf07zWq1WvLz87G3ty91W8nJybi7u6NUSv1ZCCGEEEIIYT5abVVHYNnMVoNLSUnBx8cHLy8vw8fe3h57e3ujee3atTMqt2rVKnr06GE0b9y4ccyZM8fkMa9atapYPACFhYWGf2dlZfH222+j0+no0aMH27Zt44cffmDXrl2o1WoaN25MTEyMyWMVQgjx36Ny88C2XkMUdqU/uBX/ftYebnS/dhD72v5VHYoQQpTKbBlQT09PMjMzDVlQgGnTpgGwZMkSAKKioqhVq5ZROTs7O6OMaH5+PocPH2bp0qUl/q3mzZtz69YtrK2tyc3NZebMmSxYsIADBw7Qv39/XF1dAUhNTeXs2bM88MAD992OnZ0d58+fx8vLyzCvsLCQ7OxscnNzsbKywsHBgVOnTrFs2TJsbGywtrbmgw8+YO7cuYSGhpKSkkLNmjX/9vEyNeuagXg+Oxkr7xpkHfuJtG8/L7OMS58huPQZgsLahtyw30n5YiXa7EwAnLr0wXXQaFROLuSFh5L86VI06amm3o1KdzsqkuVL3iU+NoaefQfy9HPPl5ix/9P+fbv4evOnZGak07T5A0ye/hruHp7odDp2fruFn37cQ3ZWFp26dOep557HzgJ/KNrUqo3vhJex9qtBxqEfSdqyocwybgOG4T7gURQ2tuRe+o2E9R+jzdKfLzVemY9Tq6KHOzmhvxGz8HWTxW8qch3d3/XYu8zftIfbd9N4tGMLXh7SvczraPKqbzgSGmGYbtcgiDWTHytzmSWx9g/E+7mpWPnUIPPIflK/+azMMq79huLadygKGxtyL18g6fMVhvPFpe8Q3AaORJOShJWnNwkf/x951y6beC9Mw75OXeq8NhfbWrW4u3sXd1YuL7OM3+NP4v3IYFTOzqT8fIA7K5ejzcsDwHvQYGo+Nx4rNzcyz5/j5ttvUpCcbOrdqDLWnu602fEJDnVqlb3yv0BEdCxvrtrEnYS7DO7ekSmPDynzHvOnwkINT772LjOfHUHrxvWNlr328QbcnZ2YOWakKcI2ubjo62xZNZekhGjad3+URx5/pVzH5W78bZbMHc3b604Y5v2wbQU/fvtJsXVfmreB4MZtKzVuSySDEFWMWduwLl26lHHjxpW4/KmnnuK1114D9E12/3zHjkKhQKfTodVq2b17NxqNhh49ehAcHExwcDA+Pj707t3bsB0bGxt27txJUlIS8+bNM/ob7dq1IykpiaSkJAICArC1tS015r+un5SURFpaGgUFBVhZ6evuERERDBgwAEdHR1JTUzl//jze3t5kZ2fz888/06tXL8PFX1BQYJQ9rTJWVvhMeh31rRvEvzMD65oBOHbsUWoR25DGOHboTvwHrxH3f9NRWFvjPmKMfllwI9wGP07yhiXEzJmIwsoa9+HPmmFHKldBgZqFb86hXnAD3l+6hju3ozh0YF+pZcIuX+SrTRuY8srrfLLhK9RqNZ+vXwnAwf172btrO9NmzOPtD5Zz/VoYq5d/aI5dqVQKKytqvjKf/KgIoudOxcY/EJeuvUstY9ewKS5denLnrVlEvz4ZhbU13k8UXft2dYK5NfsFbowfwY3xI4j96E1T70blk+vovtQFhUxZ/Q2NAmqwZdazRMYnsfPkpTLLhd2OZ9tr4zj6/sscff9llkwYVq5lFsPKCt8p88iPiiD2zenY1AzAqXPPUovY1W+CU8cexL03h5j/vYzC2hqPUc/pN+dbE9d+Q4mZ+xIx86eQ/uMO3IY+YY49qXQKa2tC3ltEdvhVrowdg31QHbweHlBqGa+Bg/AdPpLIN+dz9YUJODVqTO0ZswFwat4C/3ETufl//+PiiKEobWwIeGmKOXalyrTa/BGxW7+v6jDMQl1QwCsfrKZRnQA2vj2Lm3fi2X34ZLnLb9z9Ezei44rN//X3K5y9fI3nRw6szHDNprBAzboPJlGrTmOmv/0V8XducPrwjjLLJSfeYe37L5KTnWE0v+egcbyz7oThM/Pdb3Fy8cA/qJGJ9kD8l5i1Atq3b1+2bdvGzp07iy07duwYp06dYvz48QCcOnUKpVLJ2LFj+f7771GpVGzYsIHFixezZs0aIiIiDJ8333zTkFUFDJXD8qhoP9IbN25w8uRJPvroI06fPs3Zs2dxcXHh559/Zu/evRw6dIjg4GBcXV2pWbMmBw8erNDfqwz2TVujsHcg9ZsNFN6NJ+27TTh17lVqGdugEHJDz1OYEEvh3XhyTh/Fylef2bX29Sd58yrywi6iSUsm68RBbGoHm2NXKtX5s6fIyc7m2XEv4VfDnyeeGc/B/aV/ocfciWbCi9Np8cCDeHr50KN3f25cDwfgl4M/MnjYaEIaNMK/ViCjnniOMyePm2NXKpVDizYoHRy5u2ktBYnxJG39HJdufUotY1e3Ptm/n6UgLoaChDgyfz2MtZ++WZiVhyegQH3nFtqcbLQ52ejy882wJ5VLrqP7O3YlkqzcfGYM60mAtzuTH3mI7379vdQyCakZ6NARUtMbFwc7XBzscLC1KXOZJXFo1hqlvQMpX6+n8G48qdu/wLlL6Q9ybOqEkHPpHAXxMRQmxpF16ijWfvrzRaFSkfTZckOGXB19E5WDk8n3wxRc23dA5eRI9LKl5MfGcGfNJ3gNHFRqGa9+/YnfsonssCvkRd8mZv1a3Lt0BcAuIJBbi94n4+wZCu7eJen7PTg0bGiOXakyF1+YR9SyjVUdhlmcuHCFrJxcXn5qGLV8vXlx9CPs+uXXcpW9HZfIpr0HqentaTQ/T63mvQ1bmTR6MM6ODqYI2+TCLhwlLyeTIU/Nwss3kAGjp3Lql+1lllv7/ou07/5osfnWNrbYO7oYPkf3b+Gh/k9h7+BsivDFf4xZK6ANGzZk5syZTJkyhZycHMN8jUbDlClTmDRpEiEhIQC0bdsWtVrN+vXrefjhh1Gr1bi7u5OQkICtra1RH1C1Wl3mwEXl1apVK5ydnfHy8mLGjBlcvXrV0D/Vzc0NPz8/o/X79+/PoEGDUCgUtGnTBn9/f+zt7Zk+fTpHjhzh8OHDRERE0L9/f5YtW0bfvn0rJc6KsKkVhDryGjq1GoCCO1FY1wgotYw69jYOD7THytsPpbMrTp17kXflAgBZxw+Q+1vR00drX38K7hZ/uljd3bp5g5CGjbH942FG7Tr1uHM7qtQyvfoOoH2nrobpmDvR+NXQV7QyM9Lx9vYxLFMqlRY5cJZt7TrkRVxFp9ZXEtW3b2LjH1hqGfWdWzg92BFrHz9ULq64dOtDTuhv+u3VbQBKJUHLNlJv/Xb8Js1GaYE/nOU6ur9rMQk0D6qJvY01APX9fYiMTyq1zKVbcWi0OnrPXU676YuYtWEHGTm5ZS6zJDYBdciPDDecL+ross+XgpjbOLbqYDhfnLv0IvfyBf2y2Ghyfz8DgMLWDpeeA8k+X74f4dWNQ3AIWZcvo/3jQVRuRAT2QUGllrFydSM/IcEwrdNq0Wk1ACTt3U3qkV8My+wCa5N/506lx12d5N78d+/fX12/FUPTkCDs/ngQFRLoz8078eUqu3DdVzwzqA9+Xu5G89dv/4F8tRqVSsmZ0HBDCzxLEnMrnNohLbCx1f8erhnYgIQ7N8osN27mClq2L/23aXpKIpfOHKRLP8tsZWEKWl3VfyyZ2X8NT58+HTc3N1JSUgzzTpw4QXx8PPPnzy8KTKnE2traMG1lZYWPjw+rV6+mc+fObN26la+++grQV0D/mgGtCBsbG5YtW2bU7PbPz4EDB4xiAnjrrbf48MMP+emnn6hZsyb9+/cnJSWFqVOnAvomugBxcXH4+5c8MEB+fj4ZGRlGn3wTZYWUdg4UJiUYz9RqUTo4llgm7/JvFCbG4v/2KgI+/ByFjS0ZPxR/sqZ0dMapa1+yfim96Wp1lJOTja9vDcO0QqFAqVSSlZlZrvKZGen8tG8X/QYMASCobjCnTx4zLD90YB8tWrWp1JjNQWnvQMFd4/NFp9WWWmnMuXiOgoRYghZvoO4nW1Da2pG66xsAbGr465shvjuX2/OmYuXti+eoZ0y6D6Yg19H9ZeWp8fd0M0wrFApUSkWplcZbiSk0DvTjk5dGsWXWs8SmpPPxrsNlLrMkSvv7nC+60s+X3NDzFCTGEvDeGmov/QKlrR3p339rtI59s9YELv4MlasbaXu2miJ0k1M5OpIfF2s0T6fRonIuOdOSE3HNkPEE8Hp4IBmnTxfftosL3oOHkPjdt8WWCcuUlZtnlMH887s6IyunlFKw65dfycrN5YkBxl0l4pNS+PL7nwnw8yY+KZWPv9zBrI/WWlwlND83Gw/vot+ZCoUChVJFTlZ6qeW8fEt/EAZw4uBWWnV6GFs7y8wOi+rHLBVQrVZLbm4uOp0Od3d3zp49azTYUJcuXbh48SKurq6GQX7ud+F36dKFnj174uXlxfbt26lduzaHDh0qtQLq4ODA8uXL8fLyYvTo0bi5uZUaa1kZqns7c7/44ovs37+fgwcPYmNjw9ChQ/niiy/Iy8tjypQpHDumr4DcvHmTBg0alLjdhQsX4urqavRZuHBhqbH8UzqtBl1hgfG8ggIUNiX3h3Vo3QmVhw8x814ketqTFMTexnPsy8XW83h8IvmRV8m9dK7S4zY1lVKF1T0PGKxtbMjPzytX+TUrF9OgUVNat+0AwBPPjOd6eBhzZ01i+qTnOH7kZ/oPHFrpcZuaTqNBV3Dv+aJGUUr/aad2XbDy8iFqxnhuTBhJfvQt/F6cCUDq7m+Iff8N1DG3KYiNJnnLBpzadjbpPpiCXEf3p1IqsbZSGc2zsbIiV11y//exfTqw8sVRBNfwpq6fF9MGd+fAhatlLrMkJV5HpZwvjm06YeXpzZ3XXuDW5MdRx9zGe/x0o3VyL/9G/OL/odNo8RjxrClCNzmdRoNOfc+xUatR2pb8YPnO6lU4NmpCwxWraPLZF3j26k3Ct98UWy/olVlkXbpE+q8n7rMVYYmsVEpsrI27WtlYW5H3R+uC+0nNyGTFV7uYO+EJrFTG96fdh0/h4erMWE915wAAi5ZJREFU8tcmMfbRfqyaN5XzYRGcumRZ9xmlSoWVtXH3BGtrG9Tq8v2GKYlWq+HXn7fRqZdlDsxkKjpd1X8smVkqoBEREfj4+ODt7Y2Xlxc1atTAy8uL1atXs3r1ary8vGjYsKGhqauPjw+xsfc8DdXpyM7ONkyHhYUxYsQIEhMTS22CO2XKFKMs5p49e0qNNT8/n8mTJxu9GubPT69evVDfc4N78803ady4MWPGjOHUqVMEBwdja2vLs88+y/PPP8+OHTu4desWtra2+Pj4lPBXYc6cOaSnpxt9TPWqGW12JkpnV6N5Sjt7dKUMkOTYtgtZh3+gMCEWbU4WKV+vx7FVBxT2RU/vHTv1xLZ+Y5I/W2aSuE3NydmFjPQ0o3m5ubnFKqX3c3D/Xq6E/s5L02Yb5vn41mDpqo08P2kGXt4+tHjgQRo3bVHZYZucNisTlUvx84V7Kl9/5dzhIdIP7KUgLgZtdhZJm1bj1LbTfbM9mpxsrFxcUfyNvtvVgVxH9+fqaEfqPZmInHw11vf86CuNs70tqVm5qAuKH8vSllVn2uxMVPecLwo7e3SaUs6Xdl3JPLSPgnj9dZS8ZS2OD3ZE+ZfzBa2W/OthJH+5psxBjaqrwowMrO55OKx0cCj2gOev1PFxhD45mqj330WdkED66VNkXTTua+w1YCBOLVpyc+HbpghbVBEXJ0dSM7KM5uXk5Rd78PVXH278lsHdO9AgqPgowYkpqbRp0gCbP77rHe3tCPDzJjbRskZNdnByJSsjxWheXl4OVlZl/4YpzfXLp3FydsfXv16FtiPEX5mlAlq/fn0yMzOLNWmdOHEiEydOLDbKbHZ2Nv7+/qSnpxMWFsb58+cJCgpi3759hIeH079/fxYvXszhw4cZNWpUpTXBvXLlCuvWrSMzM5O4uDhDTNevXzfEFhUVRVpamqHM0qVL2bdvHyEhIURGRnL06FE8PT15+OGHadCgAa6urowZM4aBA0sfVc3W1hYXFxejT1kj9P5T6qgIbOsUDT2u8vQBKyu02VklF1KqjCohKld9/wnFHxljm6AQPEaOJWnth2gzS2/uUV0F12/ItfArhunEhDgKC9Q4OZXe4f56eBifrlnO9NnzcXP3MFqmUCiwd3Dk0oVzPPnsRJPEbWp5kdexCy7K3lt5+aCwtkaTVcr5olJh5VrUx0bl9sdxUSrxm/qa0fbs6tanMDWl1IpbdSTX0f01CazBpaiiB4gxyWmoCzW4OpZ8j35l3XYu3ix6X/Ll23F4uThiY21V6jJLkn8zAtt6f7mOPH1QWFmjLeU6UihVqFzcisr85TpybNcVl75DilbWaiz2zejZYVdwatLUMG3jVwOljTWFGRmllNLTZGfj8uCD3Fm10mi+Y6PGBE55mcgF8yhMTSmhtLBEjesGEhoRZZiOvZtMQUEhLk4lN2f/8fhZtv54hO5jZ9J97Ex+D4/k5fdX8dnO/fh6upP/lwy8VqslMSUNPy+PErdXHQXWbcqtiIuG6ZS7MWgK1Dg4uZZSqmwXTv5IszaW+XBLVF/VdkSUzZs34+7uzrFjx5g9ezbHjh1j+PDhLFmyhJCQEI4ePUq9evqnMfn5+ZVSAX311VdZsWIFGo2Ghg0bcvWqvvlFjx492LZtG6DPVL744otG5S5evIiTkxMPPfQQQ4YMYfDgwTg66m+E48eP59ChQzz77LMVjq+y5F2/jNLeAcf23QBw7fcoeWEXQafVv8z8PpmK/BthOHXpg1PXvjh26I73+Bnk3bhqyAL5THqd9B+3o751A4WtHYpSmk5VV42bNicnO5tfDv4AwHfffEmzlq1RqVTk5GTf9xU6aakpLHxzDkOGP07d4Prk5uaQm2uc/dn29UY6dO5G3eD6xcpbgtyrl1DaO+LcWd9vxmPQSHJCL+j7r9nf/3zJu3YFl+79cO35MM5deuI36VVyr11Bm5WJ+vZNvJ6cgG29Bjg+0BbP4U+RfmCvmfeq4uQ6ur/WwYFk5uaz+5T+1Ssb9p+kXYMgVEolWbn5FGg0xcqE+PvwwbcHuBgVw+FL11mx5wgju7Qqc5klybsWitLeAaeO3QFwfXgYeVd+L/V8yYsIw/mhvjh364dTxx54T5xJXkQY2uxMCuLu4D54NA6t2mPl6YP74MfJPmN5o2wDZP5+AZWTI579+gNQ48mnyDh79o8+1Q4oSsme13xmDCmHfibnWrhhnpW7ByHvLSJu8xdkh19FaW+vv1eJf4UHGgWTlZPL3iOnAPh8537aNGugv8fk5FJYWPwes/Pj//Hle3PY/O6rbH73VRrVDWTuhMcZ1qszvdq34uj5S/x86jcSklNZ8dUu1AWFtGhQ19y7ViF1G7UmLyeLM0f0b5o4sHMdIc3ao1SqyMvJQlNKi4LSXP39mLz38z50Wl2VfyxZlT5C1tznh8ifHnnkES5dukSTJk2M5q9YscLQT/Pw4cMkJSWxb98+w6A/AIWFhQwePLjYgEH3Sk1NNVQqrly5wv79+wkNDUWlUtG1a1dWrlzJxx9/zKRJk3j11VcZMmQIs2bNokGDBvz444+GEW1HjRrFgAEDGDduHCkpKVy+fJm3336b3r1783//93/07NmT8ePH88MPP+DhUQ2eqGm1JG/6BK9x0/XvGVQqSfjgdQBqvrGUlK3ryb1wyqhIxoHdqFw9cB0wEpWTC/mR4ST/f3v3Hd5U+TZw/Jsm3aWlG1paKLQs2cgGQbZsQZY/WYJMGTJkCA5UQEQ2MgRBprIUkD0LyBYZBaRsKJQOulc6ct4/+hIIHRShSUvvz3XlkpyR3rk9J8l9nuc8z8r0icJta76F2r4wjh0+wLHDB/p97vTvYKx39Eqo1RoGDh3N7O+/ZuXPi9DpdEyeNgeAkUM+pE//j6lVp4HBPkf99xMdFcm6VUtZt2qpfvmm7emDpAQ/COLoof3M+nGF0d7HK6fTEbpsHkWGjMHl/b6ozMwI+jq9q7H31B8JW7WE+L8NR9+M2vUHGkcnnDp0w6yQA0nXrhD602wAIrauR+Pihuf4b0mLjiJ6/3Yitv5m7Hf18uQ8ypRGbcbn3d9h/IotzPzjADqdwrIR6SMndp66jDGdmtK4suHFmL7N6xAcEc3A+b/iZGdD5wbV6Nu87nPX5Ss6HeG/LMC1/2icOvcBMzOCv0u/zcJz8lwi1i0l4Z9njpc9W1EXdqJw266o7exJuvEv4cvTu2Yn371J+MpFOHXti5mNLQln/iLit2VGf1uvRFoat6dPo+QXk/EaPBTMzPh36CAAKvyyhrtzZxF15HCG3Sw9i+HUrDmXer5vsNy5aTPMnZwo1n8gxfoP1C8/Xb927r6PPGC7edZjTbwuNGo1E/p1Z+L8Fcxd8wdpOh2LPx8BwPtjpzKyZyca1TC83eXZaVcszDU4F7ankK0NhWxtmDLsQxau/5M7D0LwdHfhh9H9sbXOXxcA1WoNXfp9war5Y9m65gcUnY4hn68AYPrYjrzbc+wLt2SGh9wlJjIM71IVnr+xyNMCAgLo06cP169fp1+/fkyfPj3DuDbP8vf3Z+DAgYSFhTFhwgRGjhyZ7fYvQqWYcJivfv36oVKp+Omnn/7T/gMGDGDbtm36YvFxcVe/fn2mTZtG/frZD2xSokQJNm7cyJtvvsnWrVs5fPgwM2bMANKTfv78eYYNG0ZKSgojRozg22+/pXDhwkyfPh13d3d69erF+fPnWbZsGbt27WLgwIEMHz6cqKgoxo4dy+7du/nll19o1KgRH3zwAf7+/uzYsYPKlXN+H2Bu/vhUF3bCorgv2hv/oot7flenvKL4kj8IuJ6zIdf/i0fhYdy4dpUy5Svg4FA41/7Oq1bBtwjX/tcq115f7eiMVUk/kgIvkxabf44XvzU75DzKQvElf5C0d0WuvHZIVCyX7wZT2acYToXy18iJVs16c+vD7Oeh/K/UhZ2wLOFH0o0r6PLReQTg8/PWXC3izF1csS1blriAi6Q+datLXlfj6IkCUfi9qNYpV4k5uzfXXj80IoorN+9SqbQPjvb5Z25K+2rN2HH2v7VG5kRURAj3bl7Cp3QV7OzzQKPHC2hV7eXuVzWm6ZtMf8vDp51y1pFVq9VStmxZWrRooZ8O87333qNPnz5Z7hMWFoavry+jRo2ie/fudOvWjRkzZvD222+/kthNWoC+DkJCQti6dSvdu3fHzi59WorU1FSWLVtG9+7dsbe312+7fft2Wrdu/UKvn99aP4whtwvQ/Cq3C9D8KrcL0PwsNwvQ/Cw3C9D8LLcL0PxKCtDM5XYBml/ldgGan0kB+mJyWoD+8ccffPjhhwQFBWFjY8P58+cZMmSIfqaOzMyePZtFixZx5coVVCoVW7ZsYcOGDaxevfqVxJ5n7wHNL9zd3fnoo4/0xSekz1k6YMAAg+ITeOHiUwghhBBCCCGepdVqiYmJMXhotdoM250/f57atWtjY5PeG6lSpUpcvnw5w3bP7tO4cWN9N92aNWty9uzZVxa7FKBCCCGEEEIIkUOmngNUUWDq1Kk4ODgYPKZOnZoh1piYGHx8fPTPVSoVarWayMjILN/fs/vY29tz//79LLd/UflrHHshhBBCCCGEKODGjx+fYWCgzKZw1Gg0GZZbWVmRkJCAo6Njhu0z2+fx9q+KFKBCCCGEEEIIkY9YWlpmWnA+y8nJiYCAAINlsbGxWFhYZLtPWFhYjrd/UdIFVwghhBBCCCFySKdTTP7IqRo1anDixAn989u3b6PVarOdGvLZfc6dO4enp+d/S1YmpAAVQgghhBBCiNfQW2+9RXR0NCtXrgRg2rRpNG3aFLVaTUxMDCkpGUdlbteuHUePHuXgwYOkpqYyY8YMWrRo8cpiki64QgghhBBCCJFD+WkSS41Gw5IlS3j//fcZM2YMaWlp+Pv7A+kj4s6ePZsOHToY7OPi4sIPP/xAixYtcHBwwNbWlmXLlr26mF7ZKwkhhBBCCCGEyFM6dOjAtWvXOHPmDHXr1sXV1RVI746blcGDB9O8eXOuXLlCw4YNM0wv+TKkABVCCCGEEEKI15inp+cL38fp6+uLr6/vK49FClAhhBBCCCGEyKH81AU3L5JBiIQQQgghhBBCGIW0gAohhBBCCCFEDumkCfSlSAuoEEIIIYQQQgijkAJUCCGEEEIIIYRRSBdcIYQQQgghhMghRWfqCPI3aQEVQgghhBBCCGEU0gIqhBBCCCGEEDmkyCBEL0VaQIUQQgghhBBCGIUUoEIIIYQQQgghjEK64AohhBBCCCFEDulkEKKXIi2gQgghhBBCCCGMQlpAhRBCCCGEECKHZBCilyMtoEIIIYQQQgghjEIKUCGEEEIIIYQQRiFdcIUQQgghhBAih3TSA/elSAuoEEIIIYQQQgijUClyF60QQgghhBBC5MjEFcmmDoFveluYOoT/TLrg5nF/nE4zdQh5TocaapbuN3UUeU+/JrDnvOk/EPOa5pUt2HpGzqPMtHtTTdKe5aYOI8+xat6HpM1zTB1GnmPVcTjxx/8wdRh5jm2dDsSc3WvqMPIc+2rN2G5extRh5DmtU64Se3qHqcPIkwrVaGXqEHJMkT64L0W64AohhBBCCCGEMAppARVCCCGEEEKIHJIbGF+OtIAKIYQQQgghhDAKKUCFEEIIIYQQQhiFdMEVQgghhBBCiBzSySBEL0VaQIUQQgghhBBCGIW0gAohhBBCCCFEDikyCtFLkRZQIYQQQgghhBBGIQWoEEIIIYQQQgijkC64QgghhBBCCJFDis7UEeRv0gIqhBBCCCGEEMIopAVUCCGEEEIIIXJIJ4MQvRRpARVCCCGEEEIIYRRSgAohhBBCCCGEMArpgiuEEEIIIYQQOSTzgL4caQEVQgghhBBCCGEU0gIqhBBCCCGEEDmk00kL6MuQFlAhhBBCCCGEEEYhBagQQgghhBBCCKOQLrhCCCGEEEIIkUMyBtHLkRZQIYQQQgghhBBGIQWoEEIIIYQQQgijkC64QgghhBBCCJFDioyC+1KkBVQIIYQQQgghhFEYrQBVFIXExESUbO7a1el0JCYmPve1Hj16hE6ne5XhZevo0aNERkZmu82DBw9ISUkxUkRCCCGEEEIIU9Apiskf+ZnRCtCIiAjc3NxwcXHRP6ytrbG2tjZYVqtWLYP9Fi1aROPGjQ2W9evXj/Hjx79UPBUrVmTVqlUGyxRF4caNG6xcuZImTZpw7NgxAHr27Mmff/6Z7euVK1eOwMDADMubNm3KihUrXirW3PDw3jXmTerCl/1rs33t99leGHha+MM7fDmgdoblK34YzNgPyusfP0398FWHnCvCHgSyalon5o6qwaHN3+UoD/cCT7Hsq3eYP6YWp/cv1y//6895fD+4TIbH3cCT+m0iQ+8wb3TNXHkvuenB3Wt8P74bn/apyx+rfsjx8RL28C5j+9TLsHzf1uVM+KghY3rVZumMT4iPjXrFERvHw3vXmDOpC59/VJs/X/A8+rx/xvPo5xmDGfO/8vrH4in54zx61rUHYbz//QrqfzqLmX8cyFFehi7eQOWh0/SP/vPWZdjm0+VbmLphT26EbBLXHj7i/fkbqP/VMmbuOJbj4wfg03V7mLr1SC5GZzrXgx7ywVfzaDj4S2b9uj1HeRk+awXVeo/VPwZO/8kIkea+6/ce0POz6TTuN4Y5a35/oWMkNTWNbp9+y9+XM/42mTD3Z75fvv5VhppnmTsV5u3A/VgX9zR1KLnu+r1gek6aydv9JzBn7dYXPl66jpvOmcvX9ctW/nmA5oMn0bDfOMbMWU5UbHxuhC0KIKMVoM7OzsTGxnL//n3Cw8MJDw9nwIABDBgwQP/87NmznD171mA/KysrrK2t9c+1Wi3+/v4MGTIk07+TlpZGYGAgt2/f1j+CgoIybOfo6Ii5ubn++aFDh3BycqJVq1Z8/vnnvPfeezg7O3Pv3j3CwsLo1KlTtu/P0tISKysrAC5cuEDdunUBsLa2xsLCImdJMpLUlGRWzByMp095hn69ntD7Nzhz+Pfn7hcRGsTyGYNIjI/JsC7o1iU+mbqFLxef4MvFJ+j1yfzcCP2VSk1J5veFA3H3foMe4zbxKPgGASc2Z7tPQmwEmxcNolyN1vxvzG9cObWNu1dPAFCrRX+Gzjitf/SasAUbOyfcvcoDEBV+j00/9icpITrX39urlJKSzOLvhuLlU54xU38jOOgGJw/98dz9wkODWDR1CAnPHC/XL5/hlP9Whn+1gk+/W09KipbNK7/PpehzT2pKMj//MJhiJcoz7Jv1hLzAefRzFufR/VuXGDVtC5OXnGDykhP0GZn3z6NnJaekMmzxRsp5FWHdmN7cDH7ElpMXn7vflbshbBzflyPfjeDIdyOY3d/wM/evKzc5FXiHIa3fyq3QjSo5NY1hK3dQztOVdR+/x83QCLb8/W+O9v0r8C6nbtxnSLP8dzHreZJTUhkxewXlinuy+suh3HoQytajZ56735U7Qaz/5hP8F3yJ/4IvmTW8lxGizV3JKSmM+n4x5Xy8WPntp9wKesg2/xM53n/ltr3cuBecYfnx85c5cymQgV3avMpw8yRzZ0dqbFmEjU8xU4eS65JTUhk5cyllfYqx6uuR3Lz/kG2HT+V4/1+2H+BG0JPj5ey/N/jz6GmWTBzK6m9GkZycwuy1W3IjdFEAGfUe0Dlz5tCvX78s1/fo0YMJEyYA6a2Rj6/cqFQqFEVBp9Oxbds20tLSaNy4Mb6+vvj6+uLm5kazZs0AiIuLY+DAgQwYMICBAwfSpUsX3n333Qxdds3MzPR/B6Bhw4aEhISwePFifH19GTRoEGXKlGH37t2kpaXh7e2tb6VVq9UsW7YMSC+IFUXBzMyMQ4cOcf36dS5evIiTkxMAarVa/7dSUlJe6GpUbrl6/jBJCbG0+d9YnN29adFlBGf8sy+8AJbPGEjNRhkL8ahHD0FRKOLlh7WtPda29lhY2eRG6K/UrUuH0SbG8fZ743F09aZB+5FcPLYx230un96KnYMrdd4ZgqNbCeq0GsyF/99HY26JlY29/vGP/xqqN+6NpXUhADb/OIBK9Trn+vt61S7/c4SkhFg69hqDaxEv2nYfzvEDzy+0Fk8dQp0mHTMsv3M9gPJVG+Du4YNrEW/erPcOYcF3ciP0XPXv/59HbT8Yi4u7N+90GcGpQ88/j5Z9n/V5pJD/zqNnHb18k7gkLaM7NsHL1ZGhbd/i9+MXst0nJDIGBQU/D1fsbaywt7HCxvLJhbuk5BSmrN/D8HYNsbexyu23YBRHr94hLimZ0a3r4eXswNAWtfn9zJXn7peUksqULYcZ3rI29taWRojUuP66cJW4xCRGdm+Dl5szH7/Xgi2Hsy9AQyKiQAHfYkUoZGtNIVtrrC3z1oXf/+LYucvEJSTySY9OFHN3ZXC3tmw9dDxH+94NDmX19v14uDobLE9KTua7n9fzcbf2FLLNf58vL6rampk8WL/D1GEYxbHzV4hLSGLk/zpQzN2FIV1as8X/5PN3BO4+DGP19oN4uDrpl126cZd6lctRwsMNryKutKhTjbsPw3Ir/HxH0Skmf+RnRi1AW7RowcaNG9myJeMVlKNHj3Ly5Ek++ugjAE6ePImZmRl9+/Zlx44dqNVqfv75Z2bNmsWSJUu4fv26/jF58mR966ODgwMHDhxg9+7d7Nq1iwEDBlCpUiXKly+Pl5eXvmg9efIkw4YNw9XVlbt375Kamgo8KUjT0tJITU1l9erVrF27Vt9Ke/fuXTQaDS1btgRg7ty5jBs3DoB//vmH+fPnc/bsWfz9/XFxcWHnzp30798fFxcXHB0defDgQa7n+Xke3L2Kt29lLCzTW5aLepch5P715+wFvUcvpGKtlhmWB928iE7R8e3Qt5nYtzpr5o8iIT7vt/KF3v+Xoj6VMbdIz4OrZxkeBd/Idp+woKt4l66NSqUCoGiJSoTeu5xhu7ioEK6d30u1Rh/ol3UcvJgy1TLmL6+7fyeQEqUr6Y8Xz+KleRiUfZ4ABoybT9XazTMsL+rty/mT+wh7eI/Y6EccP/g7ZSrVeeVx57YHd65S/D+cRx+OWUilTM6jezcvotPp+Objt5nwYXVWz8sf59GzAu+HUqmEB9YW6T1MSnu6cfNheLb7XLwTTJpOodmkBdQa9QOfLt9CTEKSfv2SXcfQJqeiMTPj5NXbeeJC3ssKDH5EJS/3J3kq4szN0OzHGgBYcuAM2pRUNGYqTt4Iei1y8bTAew+oWMpbX0D6eRXl5oOQbPcJuBlEmk5Hy0++pW7/iYz7cQ0x8QnGCDdXXbtznwp+JbB6nAtvT24FPczRvlOX/kqvds0p4uJosHzZ5l1ok5NRq804HXD1tTt+nnVh0CRuz1tp6jCMIvDufSr4Fn/qePHg1v3sz53Hpvy8nl5tm1DE+cnxUqpYEQ6evkhQSDgR0bFs8T9JrQqlcyV2UfAYtQAtW7YsY8aMYdiwYSQkPPlySEtLY9iwYXz88cf4+fkBULNmTZKTk1m2bBmtWrUiOTkZR0dHQkJCsLS0NLgHNDk52aCbbqdOnThxIr2byqlTp6hduzb//vsv9+7d0xettWrVYu7cuYSHh+Pt7c306dPx9fWlRYsW+Pv7Y29vT7du3bh06RKtW7dmzZo1jBgxgkuXLlG1alU8PdPvJbhx4wa+vr4AdO/enZMnT7Jr1y527dpFeHg477zzDkuWLCE8PJy4uDj9fqakTYzDyfVJdxSVSoWZmfq5P3ad3bwyXR4WfBvPEuXpO3YJQyevJzLsPrvXz36VIeeK5KQ4HJwN86AyM8u2i6w2KQ4Hlyf7WFjZERuV8QP+3JFfKfdmGyysbPXLCrtknr+8LikxDmfXJ8et/niJy/54cXHP/P2Wr1If16LeTB7WigkfNUKblEizDn1faczGoE2Mw/EVn0fFSpSn37glDP86/Tza+dvsVxmyUcQlafF0Lqx/rlKpUJupDArKZ90JjaC8VxEWDu7CujG9eBARzdxt/gAER0Sz6uApvFwLExwZw6wtB/lk6eZ8/8M5TpuMp5O9/rk+T4lZ5yk4KpZVR8/j5exAcFQcs3Yc55PVu/J9Lp4Wn6jFw+VJK0z6eWWWbUF592EY5Up4smB0X1Z/OZQH4ZHM37jbGOHmqrjEJIMWTH0u4rIvrrceOk5cYiL/a204fsbD8AjW7jiAVxFXHoZHMnftH3w686fX6vh5VuKtjLdgva7iE7V4uj577qieezFmq/9J4hKS+KBVI4PldSuXw7uICx1GfUvzIZ+TqE2mV9smuRF6vmTq1k9pAX1BI0eOpHDhwkREROiXHTt2jIcPH/LFF188CczMzOAeTY1Gg5ubG4sXL6Z+/fqsX7+eX3/9FUgvQB+3gAL07duXjh07cuXKFbZv306TJk3YsWMHs2fPzjKuzz77jGvXrmFhYUHDhg2JjY3lt99+4/Tp05ibm5OcnExcXBw1atTQF7cA58+fp1y5cgB4enoyY8YMYmJiqFPnxVp0tFotMTExBg+tVvtCr5FTZmoNao1h9ySNuSUp2qx/+GTn7XYf0ffTJRQp5oe7ZyladRvFxVN5f6AQMzN1xjxoLElJzjoPz+6jMbck9Zntdbo0Lvy1gSoNur/agE1EbaZGY/5MniwsSM4mT9k5e2wXkWHBTJy9lWk/H8XDy5eVc19uUDFTMFNrMublJc6jxu0+ot/Yp86j7vnjPHqWWm2GuUZtsMxCoyExOetRwvs2r8OPg7vgW9SVkkVcGNGuEfvOpd8PueXkRZwL2bJ4SDf6t6zHsmHv8/f1exz/93Zuvo1cpzYzw1z9bJ7UJCanZrnPlr//xdnOmsV929G/8Zss69+ev2894Pi1e7kdrtGo1WZYmBvmxdJcQ1I2x0+fNm8zf1RfSnkWoaSHO8O7tGLfmeffd5zXadRmWJgbTtduYa4hKTk5y30iY2JZ8OtWJvb/H5pnjq9t/idxcijE/Akf07djSxZNGs7ZK9c5eTFn9x6LvC39s9fweLE0NydJm93xEseC9duZ9FG3DMfL3hP/EBweycbp49m/6BtKFSvCpIVrciV2UfAYpQB9PL2Koig4Ojpy5swZihV70nLQoEEDLly4gIODA6mpqcTHx2d6Ra5BgwY0adIEFxcXNm/eTPHixTl48GCGArRVq1bMmDGDBg0a4OrqSsmSJSlVqhSTJ08mPDzrrmA7duzAycmJ+/fv06hRIwDWrFnDjh079F0u/f398ff31+/TvHlzKleurH/+xhtvsHbtWpKf+YJQFCXbgnLq1Kk4ODgYPKZOnZrl9i/DxtaB+NgIg2XapHjUGvMs9ngxVjaFiI+NJDUl6w+9vMDK1oHEOMM8JGvjUauzzsOz+yRnkre7gSextnPEuWipVxuwidjYORAXY9g1UJuY8J+Pl7//2kn95l1w9/DB1s6Bjr3Hcv7UvgyDFeV1NnYOxMfk3nlknU/Oo2c52FgT+UwLTYI2OUOxlZ1C1pZExiWSnJJKaFQsNcsU1/8Qt7WyxNvVkfuPol5l2EbnYGNJZLzhtGMJ2pRs8xQaHU/NUsWw+P8C39bSAm9nB+5HxuZqrMbkYGtDZIzhSJvxidoXO35srIiKjSc5JetiPj+wt7MlMibOYFlCkjbDBZ6n/bByE+3frkOZEhkH3QmNiKTGG2Ww+P+L+7bWVngVceVB6KNXG7gwCXtbGyJjDY+X+KSkDEXp035Y/TvtGtaiTCYjBO8+/g+dmtalhIcbDna2jPrgXQ6evkBs/POnSxTieYxSgF6/fh03NzdcXV1xcXGhaNGiuLi4sHjxYhYvXoyLiwtly5bVD/Lj5uaW4V5JRVGIj3/ypXTlyhU6d+5MaGhohi64AO+//z6enp7Y2tqi0+koU6YMzZs3Z8aMGVnGOWPGDHr37o2npyeenp74+/szY8YMbG2fdKMMCQmhd+/e+i7EX331FYUKFdKvL1y4MCkpKTg7OxvcA+rs7EypUlkXJOPHjyc6Otrg8bJTzWSlWMkK3L1+Xv88Iuw+qSnJ2Ng5/KfXWzVnBHeeer2gmwEUcnDJ0DqU1xQpXpEHt57EHf0oiLTUZKxss85D0Wf2CQ26gl1hd4Ntrv69E7/KTV99wCbi7VuB29eeDCLzKDT9eLH9j8eLLi2N2OgnP3hiotIHNVCMOLfvq+D1is+jlbNHcOfak9e7dzOAQoXz/nn0rDe8i3Dx9pPP7/uPokhOTcPBNuvBg0Yt+50Lt+7rn1+6+xAXe1sszDW4O9qjfapVUKdTCImKxcPpv+U5r3ijmBsX7z3pvn8/MiY9TzZZDyzk7mCHNuWZXMTE41G4UJb75DflfYpx8eZd/fMHYRGkpKZib5f1gDlj5q/iwvUnA5lduhWEi0OhDK2H+U35kt4EXL+tf/4g7BEpKanY29lmuc/uv86wfvdh3u47hrf7juH81Zt8Mn0RK7bswd3ZEe1TLck6nY7QiCiKPNXlWeRfb5T0JuCp8+BBWAQpKWnZnju7jp1l/Z4jNOo/nkb9x3M+8Baf/PATK7buI02XRkT0k4I2PCr9InFaPvuuzi06xfSP/MwoBWjp0qWJjY3VD+ST1TQs4eHhREVFER8fj6enJ9HR0Vy5coWzZ89SokQJdu7cydWrV3nnnXeYNWsW/v7+dO3aNUMLKMC6detQq9WoVCpmzpwJwOjRo/Wj5T7r8Zygj+ccXbt2LSEhIXh5edGwYUP9dl26dMHNzY1Zs2Zl+X4bN25MfHy8wT2gERERmU4H85ilpSX29vYGD0vL3Bnh0KfsmyQlxvH3kfTBoA5t+wm/CnUwM1OTlBBHWmrWXZ0yU9S7NH+unsbd6+e58s8h9mycS+2meb/7qZdvDZITYwk48QcAJ3cvoXiZupiZqdEmxpGWljEPpSo15v6Nv7l79QS6tFRO7/uZEuXqG2xz6/IRvEvXyrBvfuVbrjqJCXGc9N8KwN4/llGmYm3MzNQk/ofjxadsFf7at4mje9Zz8tAWVsz+FJ/SlbEtVDgXos89PmXfJDExjjP/fx4d3Pry59HW/z+PLp89xO6Nc6mTD86jZ1X39SY2Ucu2/5965ee9J6hVpjhqMzPiErWkpKVl2MfPw5XvN+/nwu0H+AdcZ8H2w3RpUA2AFlXL4h9wnX3n/iUkMoY52w6RkppGlZKmv5/+ZVQv4UFsUjLbzqZ3f/z50Flq+RZLz1NScqZ5alGpFP7/3mZfwA1CouOYs/tEei5KFDF2+LmmWhkf4hKS+POvvwFYvv0QNcv7/f/xk0RKaibHj1dRflj3Jxdv3OXwuSss3LyHzo0zzrOb31Qt50tcQiLbD6ePZPrLlj3UqFgmPRcJiaRmkostc79i7XfjWTNtHGumjaNcSW8m9n+fTk3r07R2NY6cvciBk/8Q8iiSBb9uJTkllcplShr7rYlcULVsSeISk/jzyGkAVmzbR80K/3/uJCRlerxsnTWJdVM/Ze23Y1j77RjK+XgxsV9XOjWpR2U/H34/eJyN+//iz8OnmLBgJZX8SlC4UNYXQITIqTx7eXDNmjX06NGDOnXqMHbsWDp27IiXlxeDBg3Cz8+PGTNm6OfX1Gq12NnZ6fe9dOkSn3zyCbt378bKyoqaNWvSqlUr3nzzzSz/3r1791i4cKHBvanffvstgwcPzrDtF198wfjx45kwYYK+a25+olZr6PThl6z78VN2rJuBTpfGgIm/ADB7QgfafjCON97MeQve220/IjL8AUun9cPO3onaTbvxdruPcin6V8dMraH5+1/z5/JR+P8+HUWXRrdPVgOw4tt2NH5vAn5VDPNgY+dEo45j2TC/H5bWdphb2NDyg2/16yPD7hIXHUqR4hWN+l5yk1qtoVv/z/ll7ji2rP4BnU7H8C+XAzBtTCc69vqUyjVzPjDB2616EBMRxq5Ni4mPjaRE6cq8P3ByboWfa9RqDe/1/ZK1Cz5l+9r082jQpPTzaOb4DrTrMY4KL3AeNW6Xfh4tmdoPOwcn6jTpRuN8cB49S6M24/NuLRn/y1ZmbjmITqewbPj7AHSetowxHZvSuLLhSIp9m9chOCKGgQt+xcnOhs71q9K3Wfp99CXcnZnepz3ztx/mdkgExVwKM7t/J2yt8vcUJBq1GZ+/25Dxv+1j5s7j6Xnq3wGAznN+Y0ybejR+w7AwKOHqyPTuzZm/5xS3wyIp5uzA7B7vYPsaTDnymEatZmLvTny2eB2zf9uBTqfjp/EDAOg6cTaj32/L29XfMNinT+u3CQ6PZPD3S3G0t+O9xrXp0+ZtU4T/SmnUaib0687E+SuYu+YP0nQ6Fn8+AoD3x05lZM9ONKpR2WCfZ6ddsTDX4FzYnkK2NhSytWHKsA9ZuP5P7jwIwdPdhR9G98fW+vWY2qig06jVfPZhFz77cRVz120lTaewZOIQALpPmM6oD96l0ZuGv02ennYF/v94cbCnkK013Vs2JCwqhmV/7CUqNo6KviX4/KNuRns/eV1+HwTI1FSKCYc/Gzp0KADz5s3LsC4mJoZ79+7xxhuGXzQ6nU4/r6a/vz/h4eFMmjSJ4cOHM2DAAI4dO0b79u1ZsGABXbp0AWD27Nk0aNCA6tWr61+nbt26jBgxQr/NYwcOHGDKlCns27ePo0ePUqVKFXQ6HT/++CO3b99m0aJFACQlJRm0urq4uHDixAlKlChBamoqlpaWqFQqOnToQLdu3ejWrRspKSnodLoXatn843TGK1avSnRECEG3AijuVxU7+/zTBadDDTVL97+614uNCuHhnYt4lqyGTaGc5SEy9A6PHt7Ay68mltZ2z9/BCPo1gT3nc+9+waiIEO7euIRPmSoUykfHS/PKFmw9k7vn0b2bAZQonb/OI4B2b6pJ2rM8V147JCqWy3eDqexTDKdC+Wu+QavmfUjaPMcofyskOo7L98Oo7F0EJzvr5+9gQlYdhxN//A+j/K3QyGgu3wqism9xHO3zxmdsVmzrdCDm7N5ce/3QiCiu3LxLpdI+ONrnn+7W9tWasd28jKnDyHNap1wl9nTuzU0aGhHF5Vv3qOznk+fPnWcVqtHK1CHk2MDvnj9tVm5bNNbx+RvlUSZtAU1MTMyyBdHe3j5D8Qnoi09I7ya7bds23nrrLTp37gykF4azZ882KCxHjBih//eBAwcYOnQod+7coVKlShle/+nRZ+vXT+9a2a5dO06dOsXSpUv12z3b5TclJYWkpCQOHjxIr169sLa21r+3iRMnMnHiRJKTk+nWrRvTp0/PNi/G4uDkjoOT+/M3fM0VKuxOocIvlgdHt+I4uhXPpYjypsJO7hSW4yUDOY8y5164EO6v0b2JucXdwQ53h/z1I9EY3BwdcHPM3/f5vipuToVxcyps6jBEPiHHi8gPTFqAPl3Q/RePBzF62uN7OLNSt25dpk+fTp06dXByytha0aFDBzp06GCwbP369RkKzmdFR6fP/VehQoUMAygJIYQQQgghXg+v8/y5xpBn7wHNLVZWVrRu3fqF9xFCCCGEEEII8XKMMgquEEIIIYQQQghR4FpAhRBCCCGEEOK/0skouC9FWkCFEEIIIYQQQhiFtIAKIYQQQgghRA7JIEQvR1pAhRBCCCGEEEIYhRSgQgghhBBCCCGMQrrgCiGEEEIIIUQOKTII0UuRFlAhhBBCCCGEEEYhLaBCCCGEEEIIkUPSAvpypAVUCCGEEEIIIYRRSAEqhBBCCCGEEMIopAuuEEIIIYQQQuSQTuYBfSnSAiqEEEIIIYQQwiikBVQIIYQQQgghckgGIXo50gIqhBBCCCGEEMIopAAVQgghhBBCCGEU0gVXCCGEEEIIIXJIkUGIXoq0gAohhBBCCCGEMAppARVCCCGEEEKIHNLJIEQvRVpAhRBCCCGEEEIYhRSgQgghhBBCCCGMQrrgCiGEEEIIIUQOyTygL0daQIUQQgghhBBCGIUUoEIIIYQQQgghjEK64AohhBBCCCFEDsk8oC9HpUgGhRBCCCGEECJH3h8XZOoQWDutmKlD+M+kBTSPq9/W39Qh5DlHtzVk9MIEU4eR58wYZEPzHv+YOow8Z8+qqrzd5aSpw8iTDq6vRdKfC00dRp5j1WYQSbuWmjqMPMeqZT+u37hl6jDyHN9SPuw4m2LqMPKcVtXMiT29w9Rh5DmFarRiu3kZU4eRJ7VOuWrqEHJM0elMHUK+JveACiGEEEIIIYQwCilAhRBCCCGEEEIYhXTBFUIIIYQQQogc0sk8oC9FWkCFEEIIIYQQooAJCAigRo0aODo6MmbMmByP7rtkyRKKFi2Kubk5zZs3Jzg4+IX+rhSgQgghhBBCCJFDiqKY/PGytFotbdu2pXr16pw5c4bLly+zYsWK5+539OhRJk2axKpVq7h16xZJSUmMHj36hf62FKBCCCGEEEIIUYDs3LmT6OhoZs6cSalSpZgyZQrLli177n5Xr15l4cKFNG3alGLFitGnTx/OnDnzQn9b7gEVQgghhBBCiHxEq9Wi1WoNlllaWmJpaZmj/c+fP0/t2rWxsbEBoFKlSly+fPm5+/Xt29fg+dWrV/H19c1h1OmkBVQIIYQQQgghckjRKSZ/TJ06FQcHB4PH1KlTM8TaoUMHChcunOExd+5cfHx89NupVCrUajWRkZE5zsOjR49YvHgxgwcPfqH8SQuoEEIIIYQQQuQj48ePZ+TIkQbLMmv9XLx4MYmJiRmWz5kzB5VKZbDMysqKhIQEHB0dcxTD4MGDqVu3Lq1bt36ByKUAFUIIIYQQQogcU/LANCw57W7r7u6e6fIiRYoQEBBgsCw2NhYLC4sc/f2ff/6Zw4cPc+7cuRxt/zTpgiuEEEIIIYQQBUiNGjU4ceKE/vnt27fRarU4OTk9d99Tp04xYsQIfv311ywL3OxIASqEEEIIIYQQBchbb71FdHQ0K1euBGDatGk0bdoUtVoNQExMDCkpKRn2CwkJoW3btowdO5bq1asTFxdHXFzcC/1tKUCFEEIIIYQQIod0is7kj5el0WhYsmQJAwcOxN3dnY0bNzJt2jT9+kqVKrF9+/YM+61bt47Q0FAmTpxIoUKF9I8X+tsvHb0QQgghhBBCiHylQ4cOXLt2jTNnzlC3bl1cXV31627fvp3pPiNGjGDEiBEv9XelABVCCCGEEEKIHMoLgxC9Kp6ennh6ehr1b0oXXCGEEEIIIYQQRiEFqBBCCCGEEEIIo5AuuEIIIYQQQgiRQ69TF1xTkBZQIYQQQgghhBBGIQWoEEIIIYQQQgijkC64QgghhBBCCJFDiiJdcF+GtIAKIYQQQgghhDAKaQEVQgghhBBCiBzS6XSmDiFfe+EWUEVRSExMzLbpWafTkZiY+NzXevTo0X/6H6jVagkLC8tyfWpqaqYxPb389OnT3Lp1K8N+oaGhBsuOHj1KXFwcKSkpPHjwIEfxJScns2HDhkzjEEIIIYQQQoiC6oUL0IiICNzc3HBxcdE/rK2tsba2NlhWq1Ytg/0WLVpE48aNDZb169eP8ePH5+jvtm3blo0bNwLw/fff079//yzj8/b2xtramqJFi1KiRAlUKhUlSpRg0qRJQHoB+/777zNv3jyDffft20f58uWJjIwE0gvSFi1acOrUKdasWUOPHj1yFCvAkCFD2LRpU463z4+cnSyoUNYea2u1qUMRQghRAD169IjLly+TkJBg6lCEyFfMnQrzduB+rIt7mjoUUQC9cBdcZ2dnYmNjSUpKwsrKCoARI0YAMHv2bABu375NsWLFDPazsrLC2tpa/1yr1eLv78+cOXOe+zdPnDjB/v37WbRoEQBDhw6lZMmS7N69mxYtWhhs6+TkxIMHD2jatClffvkl9evXx8rKirt37+q3+eyzz3BxcWH69OkG+65fv55hw4bh6OgIwOHDhylZsiSNGzcmNTWVwMBAEhMT0el02NjYoFKpAOjYsSOnTp1Co3mSztTUVIYOHcrYsWP177dSpUrs3r37ue/XmHy8bZgwogzFilqzbc9Dflx+M0f7detQjF5dvQkJ01LEzYpx3wRwLiBav96zqBU//VCNVu8fy63QX7kiTiq6vm2Bs4MZp66k8ufxlBztV7KoGZ0aWmBnpWL/2RQOX0hv+W7+pjnNa5hn2H7hliRuPHjS8v+/phbEJyn8cTRnf8+UShSzYtRH3ni4W7Lr0CN++jVnvQJave1Mj45FcbDTcP5KLN8vvkNEtGEPgQlDShAVk8qPq4JyI/RcVcLLmrGDSuJZxIrtB0JZvPpejvZr08SV3l2K4VBIwz+XYpm24AYRUenHQde2RenStiiWFmb8fTGaHxbfIiYuf/SquBYczhe/7eVueBQda1Xgkzb19Z+XWRm6bAuHLz/plVLLz4slAzsBsOLgGX45dBZtSiq1S3vzeecmFLa1zuql8qxrD8L4Yu0u7oZH0rFOJT5p1/D5eVmymcOXbuif1yrtzZIhXVm48y8W7cr4+br0467U8PN+5bHnttu3bzN71g88CA6mRYsWfPhhv+fmZvPmTfz66zpcXVwIDQ3l8y++pGLFSgbbpKamMmzoxwwcNIhKlSrn5lvIFcH3rrFu0UTCQ+5R++2OtH1/1HPzAhD28C6zJ3bj26VPjpFdGxewe9PCDNsOmfQzvuVrvtK4c9v1e8FMXrKOeyHhdGhUm2Hd2+YoLwCpqWn8b+IPjOnZkTfL+wKw8s8DrN5xEG1yCjUrluGzD7tQuJBtbr4FkzJ3dqTGHwux8Sn2/I1FpmQe0JfznwYhmjNnDv369ctyfY8ePZgwYQKQ3mX3cXddlUqFoijodDq2bdtGWloajRs3xtfXF19fX9zc3GjWrJnBa6WlpTFy5EhGjBiBp2f6VRoHBwe+/vpr+vTpw40bN3gRq1evZsWKFfz2228GBWNycjI7d+5k4MCBjB07lp07d7JhwwaCgoLw9fXF09OTBQsWUL58eUqVKmXQBTgxMZGZM2dy+/Ztjhw5wsKFC4mIiCA0NJQDBw4wffp0goOD81zxaa5R8d3nFbh6PY6+n5ylhJcNrZq4P3c/Lw9runf04oPBZ+g97G/W/X6Pvv8roV9f1N2K7z+viH2hjMVXXqU2gw/fsSQoTMecjUm4O5pRo8zzW3ZtraDPO5acu5bKvN+TqFZaQymP9NPqwD8pTFyWoH/88FsicYkK98OfFJ+lvczwK6Zm16m8X3yaa1RMHlmSa7cS+fjzq3h7WtG8gdNz93ujtC29OhVl+qI79Bx5CQtzM/q/b3jFtXrFQlQpb8cvm4JzK/xcY65RMWVsaQJvxTNwfAAlilnTspHLc/erUMaOPl29mDL/Bt0/Po+FuYpBPdILh0rlCtGioQsjvrhM/7EX09f1zB9FRXJqKsN+3kq5Ym6sG9GdmyGP2HL68nP3uxIUysbRH3Dkm4Ec+WYgs/u0A+DvG0FsPXOF5UPe49eR75OcmsoPWw/n9tt45ZJTUxn20++U83Jn3ege3Hz4iC0nA56735V7D9k4tjdHpg7lyNShzO73LgAfNq2lX3Zk6lA2fNoLRzsbyhZ7/md4XpOSkszkr77A19ePOXPmcvfuXfbt3ZvtPveDgti0aSOLFi1mwY+L6NixE6tXrcqw3caNG7hz53YuRZ67UlOSWfr9xxTzKc/Ib3/lYdANTvn/8dz9HoUG8dP0wSTExxgsb9KuH1OWHtM/xkzbhJ29E54lyuXSO8gdySmpjJy5lLI+xVj19Uhu3n/ItsOncrz/L9sPcCPoyXfN2X9v8OfR0yyZOJTV34wiOTmF2Wu35EboeUa1NTN5sH6HqcMQBdh/KkBbtGjBxo0b2bIl4wl69OhRTp48yUcffQTAyZMnMTMzo2/fvuzYsQO1Ws3PP//MrFmzWLJkCdevX9c/Jk+erG9VfWzGjBk8ePBAX9A+NmjQIN566y0aNmzIxYsXcxT3kSNH6N+/P+vXr8fb25vLl5/8KPrll19o1qwZDg4ObN26lUqVKvHbb78xYMAArl+/znfffUfnzp25desWDx8+xM3NzeC1FUUhKSmJCxcuMHXqVP3yf//9lzlz5qDT6UhKSspRnMZS+00n7Gw0zFt2gwcPk1iy8hZtmhd97n5qtYrp8wJ5FJkMwPVb8RSyfVLMT/+8Atv25K9Coqy3GisLFVuPpfAoRmHHyWRqlnt+B4FqpTXEJijs/TuV8GiFvWdS9PulpkFS8pNHvYrmHD6fQlJ62tCooWMDC7afSNYvy8tqVLbHxlrN4rVBBIcms3xDMC0bOj93P6+ilsxdcY9/LsUSHpnC7sOP8POx0a+3MFcxtJcXy357QHxCWm6+hVxRs2phbG00/PjLXR6EaFm6LohWjd2eu5+3hzWzl97i7MUYwiOS2XUojNKl0q+4l/W15eQ/UdwLTuJBiJb9fz2iWFGr57xi3nD0ym3iErWMbvcWXi6FGdqqHr+fvJTtPiFRsSiKgl9RF+ytrbC3tsLGMv0CVsDdEBqULUEJNye8XQrTsmoZ7oRFGeGdvFpHL98iLknL6HffxsvFkaFtGvD7iey/u0KiYlEAPw9X7G2ssLexwsbSAgBLc41+mb2NFb8e+YcejapTyNrSCO/m1Tpz+gzx8fH0+6g/RYt60KtXH/bs2ZXtPmm6NIYNG46TU/pnkE/JksTFxRpsc//+fTZv3oS7e/4rygGunDtCUkIsHXp8iou7N627Defkoc3P3e+n6YOp/XbHDMvNLSyxtrXXP47sWUfDd3pgbVMoN8LPNcfOXyEuIYmR/+tAMXcXhnRpzRb/kzna9+7DMFZvP4iH65OLp5du3KVe5XKU8HDDq4grLepU4+7DrMcZeR1cGDSJ2/NWmjqMfE1RdCZ/5Gf/qQAtW7YsY8aMYdiwYQb3XaSlpTFs2DA+/vhj/Pz8AKhZsybJycksW7aMVq1akZycjKOjIyEhIVhaWhrcA5qcnGzQTXf79u189dVXLF++HFtbw64QKpWKNWvW0KJFC958800mTpz43EF/6tevz7Fjx2jcuDELFy6kfv36hISEkJaWxoQJEwgMDKRevXqMGjWKVatWkZycsSrQ6XQZliuKQlBQENWqVWPo0KGcPXuWKlWqUKVKFYYOHcr58+epUqUK3bt3z3mSjcC3hB2Xrsag1aYfxNdvx1PCy+Y5e8Htewn8dfoRANZWZrzXxpPDx8P168dODuDgX/nrw9vDRcWdEB0p/38IBT9ScHd8/unh4WzG9ftPiqa7oWkUc8m4n72Nigo+ao5efHKMNnvTHHMN6HTg65n3Z0Qq6W3Nvzfi0San92i4eTcRb8/nF0W7/CP468yT7tnFilrxIESrf/6/DkWwtDAjLQ2qlLd79YHnslLFbbgcGIc2Of08unEngeLFnt89dMfBMI6citQ/9/Kw5sHD9ItUt+4m0qCWEx7ulhS219DqbTf+vhCd1UvlKYEPwqlUvCjWFukFZOmiLtwMeZTtPhfvhpCmKDSbvJRa4+fz6aodxCSk58K3qDP7L17nXngUj2IT+P3kJWqXzh+twU8LvB9qmBcP1+fn5U4waTqFZp8vpNaY2Xy6Yps+L08LjY7jwIVrdH+rWq7Enttu3bpJ2bLl9BegfXx8DG6byYy3d3Fq1aoNpPdC2rZ1K3Xr1jPYZv68uXTu3CXDBeP84v6dqxT3q4yFZfrniYd3GUKCnt/rq9+YBVSp3SLbbaIjQrl4ej8NWv7vlcRqTIF371PBtzhW/38xxs/bg1v3Q3K075Sf19OrbROKODvql5UqVoSDpy8SFBJORHQsW/xPUqtC6VyJPa9IvJX/bnURr5f/PA3LyJEj2bp1KxEREfplx44d4+HDh3zxxRf6ZWZmZpiZPflxrdFocHNzY/HixVSuXJlRo0ZRuXJlunXrRnJysv4L6M6dO3Tu3Jm5c+dmGLzoaf379+eHH37g77//RqPRMG3aNKZMmUJSUhJt2rRBo9Gg1WpxcnKiWbNm/Pbbb+zcuZNPP/2ULVu26K+Mfvvtt9jZ2fHzzz/Tu3dv6tWrR9++fVm4cCG//vorcXFxaLVa9uzZQ7169Vi3bp0+hqSkJMqXL8/ly5fZsWMHX331FWvWrAHSW12XL1/O4cPZdxnTarVotVqDZZaWr+ZK9pTP3qBqhcIZlut0CvuPGI76m6ZTKGSrITb++fea1a7uxORPyxEcmsQv65/8WHgQkkQRt7x5Fb53SwtKeWTsWqtT4Nz11AzLrC0gMZvWSUsLCIl8ch+ANhnsbTPeh1LnDQ3/XEsl+f//RGE7FW9V0nAvVEdhOxUNKpkTGavjl92mbwr9coQPlcpmLAR1Ojh0MvKZZQp2NmricthyWchOTevGzny38A4Ars7mdGrpxtWbCbi5mPNuC1dCHyXz1Zxbz3kl4/t6jB9VyttnWJ6mUzh4LMJgmU6nYGerJi4+Z3mxt9PQtqkbU+al/7g8fT6aoOAk1syrAsCV63Gs/SNn99uaWpw2GU+nJ3lSqVSozcyISUjC3ibzCxZ3wiIpX8yNkW3fwkyl4vNf9zB3x19MfK8J9cqWwNu1MG2mrgDgDS93PmxSwxhv5ZWKS0rG09lB/1ylUqFWqbLPS2gk5b3cGdm+UXpe1u5k7p+HmdilucF2G/46xzvVy+lbR/ObhIQEg1ZKlUqFmZma2NhYChXKvnXu9OlTfDdtKm5u7nTt9uQi7949e4hPiKdjx078feZ0rsWem7SJ8Ti5PrldQaVSoTJTkxAXjY2dQ5b7ubh7ERF2P9vXPrZ/PdXqtcLS6vkXnfOa+EQtnk+1YKYfLypi4hOwt836/Wz1P0lcQhIftGrEsfNX9MvrVi6HdxEXOoz6FoDyJb3p1bZJ7r0BIcSLFaA6nQ6tVouVlRWOjo6cOXMGc/Mn9/k1aNCACxcu4ODgQGpqKlqt1mCwnqe3e2zz5s0kJCRw8OBBgwK0ePHiXLhwAV9fX7p06UJiYiJFihQhKCgIZ+f0Ljd9+vTBy8uLjz/+WP96o0aNYtSoUVSsWJHt27dTqlQprKysePToEampqfzyyy8MHTqUX3/91aCw7d+/P19++SUjR45Eo9Fw/Phx5s6dy6BBg5g2bRorVqzg6NGjLF26NENe4uPjcXFJv+fLw8ODqlWrMmPGDP36Vq1aPTe3U6dO5auvvjJYll7Iv/3cfZ/n+wWBWFpkbGHr3K4Yz86mk5ysw9LSjNj457/u6X8iGP3VRUb092Vwn5LMW/pi9+Oawkb/ZMw1GQvEBhU1PHs7eWqagrm5isTk7KYcSu9q+1hKGlg8c1apVFCrnIZFW5+0XNQooyYuUWHxNi1pOjh6MZXPPrCmdDEzAoNM261i9s/3Mj1e3m3hmuF4SUlRsLQ0y3EBOrSXF5evxXPqfPq9Sc0bOBMZk8q4766Tkqrw++4wVs16g+oVCvF3QOxzXs24Zi65hUUmeenUqgjPHjzJyTqsLMxyXICO6FeCS4GxnPgnCoBGdZxwd7Wk5/DzRMWkMKinN58N8+WLH6697NvIdWozFeYaw4s8Fho1iSmpZCzf0/VtUoO+TxWVI9rUZ/Qv25n4XhN2nwskODKWLWN74mhnww9bDzNhzS5m9m6Ti+/i1VOrzTDnmbyYa0hMTsmyAO3brBZ9mz0ZUX5Eu4aM/nmLQQGaptOx+fgFfhrSNXcCNwIztdrgtwSAhYU5Wq32uQVotWrV+Wry1yxauJCff15G//4DiI6OYsUvy5k8+RvU6vw7SruZWo0Gw4sK5uYWJCcnYUPWBejz6HRpHD+wkSETl71siCahVpthrhh+0Vqam5OkTc6yAI2MiWPB+u3M/XQAmmeOib0n/iE4PJKN08fjaG/L7LVbmbRwDd8P75Nr70HkfzII0ct5oQL0+vXrVK9ePUPLXHx8erWyevVq/bLU1FRSUlIIDAzUDx4E6d1VExIS9F1qr1y5wujRo/nhhx8ydMH19U0fncze3p7z58/j4eFh8FohISEZRsF9/CX28OFDXF1d9ctVKhVTp05l/vz5bN26lUaNGrFr1y7KlStH8eLFWbt2LV9//TU+Pj707duXXbvS7z9Zvnw5u3btIiIigvj4eI4fP06ZMmXYvPnJfRjBwcF4eHjQpEkT7t69i0ajMcjRvn37KF26NB07Zrwn47Hx48czcuRIg2WWlpbse+9ElvvkVGRU5gPcREQm41PcsGuzjbWG1NScnVRpOrhwOYbZS27w3aQK+aIAjUuEDNUCEJugUMTJsLiwNFeRlpZ9LhK0CrZWTwpaS/P0vDzN18OM+CSF0Kgnr+VgZ8a1IJ1+W20KhEfrcLI3A0xbgEbFZN76HRGVQolnupZaW5nl+Hhp8ZYTFcvaMeizf/XLXJ3M+edSLCn//xqJSToehGgp4pr3WnIio7POi88zXddtrNX69/Q877ztSqVyhfjo0yf3Azau58zWPSHcC06/aDF/xV22//ImtjbqPH+frIONFdcfGnYtTdAmY67OeTfzQtaWRMYnkpyays5/rtK5TiVKuKW3eHzaoSH1PltITGIS9tb5475Y+P+8BIcbLEvQJmco1rPzdF4s/n8QvdPX7lLY1pqSRZ5/P3ZeVahQIe7cvm2wLDExEXPz5/9EUavVvPFGBQYMHMTkr76gf/8BLFm8mObNW1CqVKlcitg4bOwcCL5neNEpKSkBjeblBvi7dukUdoUccffMn/mxt7UxGEQIID4pCXNN1sfLD6t/p13DWpTJZMqR3cf/oVPTupTwSO+qPeqDd2nUfzyx8YkUyoejbQuRH7zQjWelS5cmNjaW8PBwg8eAAQMYMGCAwbKoqCji4+Px9PQkOjqaK1eucPbsWUqUKMHOnTu5evUq77zzDrNmzcLf35+uXbsatIA+a+3atbRr185g2YMHDzJM9wIQGBiItbU19vaG19tHjhzJ33//TaNGjfjzzz/p1KkTW7duBaBq1aps2bKFM2fOEBwcTOXK6cO19+nTh3PnzjF58mTeffddLl26ZFB8xsfHExYWRpEiRdi/fz/79u0jNTWV7du3c+7cOXr37k2pUqV49913s82tpaUl9vb2Bo9X1QU3K1euxfJGmSdXl4u4WWJhriImLvsRWZs1dKNbhyd5T0tT0OXzK0H3wnR4uz85HRwLqdCoIUGbzU7AvVAdxZ/az9PFjOh4w1xU9tUQcMuwaIiK0/H0bysV4GCrIjI2795UHngrgXK+TwotdxcLzM3NiM3B1CBlStow8INiTFlw26DADXuUbNDaqlKBi6M5IeGm74qcU1evx1Pe70mXZXfXnOelbClbhvQqztezrxsUuGq1CkeHJz8ynQun/1ttlrNpBkzpDa8iXLzzUP/8fkQ0yalpOGTRygcw6pc/uXDnyQ/KS3dDcClkg4VGQ5pOR0Tck7EGwmPSL3jmt8+cN7yLcPH2k27U9x/lIC8/b+HCU/tcuvsQF3tbffEJsOefqzSu5Jc7QRtJab/SXL365MJUSMhDUlJSsLPLuvXz0MGDbN78ZK5ttfrJ7T6HDh1k29atdOnciS6dO3Hp0iW++vIL1q//LffeRC7wLlmBO9cv6J9HhN0nLSU52+63OXHuxG4q1si/XUzfKOlNwPU7+ucPwiJISUnD3i7r7re7jp1l/Z4jNOo/nkb9x3M+8Baf/PATK7buI02XRkR0nH7b8Kj0Hjppurz7fSxMT9EpJn/kZ//5HtCcWrNmDT169KBOnTqMHTuWjh074uXlxaBBg/Dz82PGjBlYWKS3dmi1WuzsMt57tnfvXlauXMmVK1cMlj948AAvL68M22/cuJFGjRplWG5nZ4ednR1z585l0qRJrFy5kk6d0ueZK1euHH5+fly7do0///yTBw8e6OPKjr+/P9WqVdN38ylevDjffPMNzZo1o1evXqxdu5aDBw/meH4qYzofEIWdjYaWb7uz62AIH7znzZnzUTz+zLWxVqNN1mVoBbwTlMCYwX48eJhI4M04+v6veL4bdOhZNx/osLZUUb20mr8D02hcVcO1IJ2+y6mleXr32me/jy7dTqNjAwtKeZhxK1hHw8rmXL1nWGyW8TLj1wOGBdX5G2mMeM+ciiXV3A3RUb+iBo1axe2HefcL78K/cdjaqGlaz4l9f0XQtY07/1yK5fFnoI2VGdoUHWnPNNAVttcweWRJ1v8ZwrVbCVhZpv9ITNLq8D8ZxYKv3an/pgP/3kigfXNXzM3NuHQtB33A84jzV2KwtVHT/C0X9hwO5/0OHvx9MfpJXrI4jxwdNHw7tgzrtjzg6s14g7wE/BtL5zZFCYtIJjlZR6dWRQi4Gpsv5gGtXtKT2CQt285cpu2b5fn5wBlqlfZGbWZGXJIWS3MN5s90gfMr6sL3W/wZ074hkfGJLNh1jC710i8CVinhwarDZ3FzsMPKXMPqw/9QuXjRfDcPaPVSXsQmJbPtVABta1bg530nqVW6ePZ58XDl+98PMObdxkTGJbJgx1G61K9isM1fV27x9QfPv80jL6tQsSLx8fHs37+PJk2asmH9eqpUqYparSYhIR4LC0uDadMAinkVY/78uRQpUoRSpUqxZvVq6tdPv73n5+UrDLb9bto02nfoQPXqbxrrLb0SJctVJykhjtOHt1Djrfbs27IUv4q1MTNTk5QQh7mFJer/0Br67/mjvD9oSi5EbBxVy5YkLjGJP4+cpk2DGqzYto+aFfzSz6WEJKwszNE807Ng66xJBs8nzF9J95ZvUbdS+hQ0a3b54+bkgJW5OWt3H6aSX4nXeh5QIUztlRSgac/+4nxK27ZtuXjxIm+88YbB8gULFuivVvr7+xMeHs7OnTsZPny4wesuWbKE0aNHs3z5cry900c+PHPmDKdPnyY1NZXixYsbvG5YWBizZs1i06YnV0Z1Oh06nY5bt24xatQoLl68yOHDh/WtnABNmjTh8OHDlC5dmqpVq9K4cWMiIyP1XXBjY2NJSkqicuXKxMXF8c477zB//nyWLFli0DIbHh6OVqslJiaGCRMm0KVLF/766y/Kly+Pu7t7pgW2qaTpYPqCQL4YXY7BfUpiplYxdPw5/fpf5r3J3KXXOXLCsDtd4I04Ziy8xsf9SlHIVsPBv8KZtyzvd7/Njk6BDYeS+V9TC9rUATMV/LjlyT2bo7pYseWvFC7dNjzWE5Jg27EUPmpjSVIyJKcorD/0pAXZ2V6Fva2Ke6GGhWVYlMLqPVpa1rTAzVHFoxiF5bu0aPPwdKA6Xfr9oeMGleCj7h6YmakY/e2T7mGLppRl0Zr7HPvbcLTWt+s44uhgTp/OHvTp7KFf3rzHPwQ91PLt/Nv0fq8oXh5WBIdq+WLWTRKT8m4h/iydDn5YcouJw0ox4ANv1GYw4ssnF8uWfV+R+b/c4a/ThgM4Na7nglNhc/p196Jf9ycX0t7ucpKNOx7i4mRBj06eOBTScDkwju8X3TTae3oZGrUZn7/XhPFrdjFz21F0Oh3LhnQGoPOM1Yxp35DGFX0N9unbpAbBkbEMXPw7TnbWdK5bib6N0+8J/eCtqoTFxLNk70mi4pOoXKIIX3ZpluHv5nUatRmfd23O+JV/MnOLPzpFYdnQbgB0/m4FY95tnKEls2+zWgRHxDDwxw04FbKhc70q9G1aW7/+XngkYTFxVPAuYtT38qqp1WqGDh3O999/x8/LlqLT6Zj23XQAhgweRP/+A6lTt67BPr6+fgwe8jFLf1pCXHw89evVp99H/QFwdzfMh4WFOY6Ojnnq+zcn1GoNXfp9war5Y9m65gcUnY4hn68AYPrYjrzbc+wLt2SGh9wlJjIM71IVciFi49Co1Xz2YRc++3EVc9dtJU2nsGTiEAC6T5ie3oX2zYoG+zw97Qqk33/t7GBPIVtrurdsSFhUDMv+2EtUbBwVfUvw+UfdjPZ+TGm7eRlThyAKKJWiPDusyIvr168fKpWKn3766T/tP2DAALZt28Zbb73Fjz/+iJNT+gdF3759OXDgAIsXL6Z58yeDLvTs2ZPAwECGDh3K//5nOIT4ypUr+eOPP/TdZHU6He3bt2fjxo307NkTS0tL5s6dS+HChQ32u3DhAu7u7gYj8X377bfExsYybdq0TONOS0ujR48ezJo1i9mzZ7Nx40ZsbW1p3rw53bt3p3jx4mzevJm9e/dy6tQp7ty5w8aNG7O9F/RZ9dv653jb/8rFyYKyfoUIuBJDVEweroD+39FtDRm9MOH5G/4H9rYqvFzNuP0wjfgXmLbV2V6Fu6MZNx6kmayInDHIhuY9/sn1v+PsaE5pHxsuX4snOjbvt8jtWVWVt7vkbI64l+HiaE6ZUnYEXI3NF3kBOLi+Fkl/LsyV1w6JjuPyvRAqlyiKUzZd4/IiqzaDSNqVccC5VyEkKpbL9x5S2ccz/+WlZT+u38i9EarDw8O5du0a5cuXw8GhcK79nVfNt5QPO87m3gd/VEQI925ewqd0FezsnZ6/Qx7Rqpo5sad35Nrrh0ZEcfnWPSr7+eBon38uLhSq0UoKvyy0Trlq6hByrEWvc6YOgd2/VDF1CP/ZKylAc0tcXBxqtdpgYKKXoShKrnWFjY6OxsLCIttY4+PjMx0VODvGKEDzm9wsQPMzYxWg+Y2xCtD8KDcL0PwsNwvQ/Cy3C9D8KrcL0PwqtwvQ/EoK0KxJAfpi8nMBmuv3gL6MV91dJjfvw3RweP6gAI9H/hVCCCGEEELkT/l9ECBTe6FRcIUQQgghhBBCiP9KClAhhBBCCCGEEEaRp7vgCiGEEEIIIUReosg8sS9FWkCFEEIIIYQQQhiFFKBCCCGEEEIIIYxCuuAKIYQQQgghRA7JKLgvR1pAhRBCCCGEEEIYhbSACiGEEEIIIUQOKYoMQvQypAVUCCGEEEIIIYRRSAEqhBBCCCGEEMIopAuuEEIIIYQQQuSQTgYheinSAiqEEEIIIYQQwiikBVQIIYQQQgghckjRySBEL0NaQIUQQgghhBBCGIUUoEIIIYQQQgghjEK64AohhBBCCCFEDikyCNFLkRZQIYQQQgghhBBGIS2gQgghhBBCCJFDiiKDEL0MaQEVQgghhBBCCGEUUoAKIYQQQgghhDAK6YIrhBBCCCGEEDkkgxC9HGkBFUIIIYQQQghhFNICKoQQQgghhBA5pOhkEKKXIS2gQgghhBBCCCGMQgpQIYQQQgghhBBGoVIURe6iFdnSarVMnTqV8ePHY2lpaepw8gzJS+YkL1mT3GRO8pI5yUvmJC+Zk7xkTvKSNcmNMBUpQMVzxcTE4ODgQHR0NPb29qYOJ8+QvGRO8pI1yU3mJC+Zk7xkTvKSOclL5iQvWZPcCFORLrhCCCGEEEIIIYxCClAhhBBCCCGEEEYhBagQQgghhBBCCKOQAlQ8l6WlJV988YXcoP4MyUvmJC9Zk9xkTvKSOclL5iQvmZO8ZE7ykjXJjTAVGYRICCGEEEIIIYRRSAuoEEIIIYQQQgijkAJUCCGEEEIIIYRRSAEqhBBCCCGEEMIopAAVQgghhBBCCGEUUoAK8QrJmF5CCCGEEEJkTQpQka1Vq1ah1WoNlkVHR/P222+bKCLj2717N4cOHeLw4cMcPnwYf39/Dhw4wL59+wBYuHAhaWlpAHh6epKammrKcE0qMTGRIUOGZFh+7do1Kc6fkpCQwAcffMCMGTNMHUqeNXv2bP15JdIVxJw8/bkRHx+f5XYjRowgOTnZGCHlKWlpaezduzfbbS5evGikaPKW4ODgLNclJyczbtw4I0aTf/zxxx+mDkEUADINizAwZ84chg8fDsCZM2do1aoVx48fp0WLFly/fh1I/8Jzd3cnPDzclKEajZWVFdWqVUNRFC5evEjFihUBuHnzJiEhIfj5+REYGIhKpaJEiRLcvn3btAGbUEJCAs7OziQmJhosb9WqFRUqVGD69Okmisy4nJ2dsbCwQKVSAZCamkpqaioRERFcvXqVd999Fw8PD5YtW0bx4sVNHK1xvfHGG1y6dImkpCTefvttjh8/nmGbmJgYnJ2diY+Px8LCwgRRGpfkJGuOjo5ERkai1WqpXr06AQEBGbaJjIykSJEiJCQkoFarTRCl6aSmpuLp6cm8efPw9PSkTJkyuLi46NdHRkZSqVIllixZwjvvvGPCSI0rNTUVJycnYmJigPSC09fXl7t37+rX+/r6Fqjv63feeYedO3ei1Wp5//332bRpU4Zt4uPjcXBwIDY2FmtraxNEKQoKaQEVBj755BM6dOhAYmIiw4YNY9GiRZQqVYrIyEj9Nmq1GjOzgnPoFC1alGPHjnH8+HF8fHw4fvw4x48fx9bWVr/N40KjIOUFMrZIqNVqNBqNwbLt27ezb98+/ve//xkzNJOysbHhxIkT+mPl1KlTmJmZodPpaN26Nb169WLfvn0FrvgEiIqKAtInQH/6QsWCBQtISUkB4OHDh5QqVarAFFqSk6zZ2tqi0+lQqVSYm5sDkJKSwvjx4/V5Cw4OpmzZsgWu+ATQaDRotVp+//13PvvsM6pXr06ZMmUYNWoUFy9epGXLlrz11lsFqviE9LxYWlrqn1tYWBh8X2k0Gv3xVFCcP38eSM/FjRs39MufbvEMCQnB29tbik+R6zTP30QUJMWKFcPV1ZXy5ctTq1YtOnbsCKQXFikpKQWyG2ViYiJ79+5FURTi4+P1/05MTGTPnj369TqdLkPL3+uua9eulC9f3qBl83ExDnD58mV69+7NF198QeXKlU0RokmYm5tnKC7NzMwwMzPjzJkzFC5c2DSB5QEWFhb8/PPPfP7554SHh1OiRAm6du3KH3/8wdKlS/njjz+4ePEiderUMXWoRiM5yZq5uTmLFi3i448/RqVSoVarGTBgAAcOHGD9+vWsX7+ef//9t8DlJjg4mKJFiwLg5ubGunXr9Ovu3r1Lnz59qFKlCk2aNGHNmjWmCtPoVq5ciYWFBWZmZqSkpLB+/Xr9urS0NIPnT39XFQSWlpZs3LiR2bNnc/PmTRo1akSrVq346aefWLx4MevWrePy5cvUqlXL1KGKAkAKUGFAo9Hw008/0bt3b+zt7fXLw8PDsbKyAtLvyXm6i8/rLjo6mqlTp6IoCqGhoUyZMsVgeUREhH59dHS0iaM1rnHjxtGpUyesra356quvDNZt3LiRAQMG0KdPHz777DMTRZj3hIaGFugCVKVS0aFDB2rXrs17773HnDlz2Lx5M7a2tnz++ec0a9aMUqVK0bNnT1OHajSSk6ypVCo++ugjevfuTd26dVm3bh1z587FxsaGRYsW0bVrV1xdXRk/frypQzWqpk2bEhkZSdOmTUlMTOTWrVtcu3aNo0eP8vvvv+Pg4MDPP//MN998g7+/Pw0bNjR1yEaxatUqrK2tUavVJCUlGRTmzz4viN58800mTJjAsGHD6N27NydPnqRQoUK0bNmSRo0a8cYbb9CsWTNThykKAClARaYWLFjAm2++yYkTJ6hduzbOzs6EhYXp17u5uZkwOuMqWrQoBw4cAKBixYocPHgQgJIlS3Lw4EH8/Pz06318fEwWpynUr1+fI0eO0KxZM6ytrfnkk0/QarXUrl2bkJAQlixZQpUqVUwdptHFxMSwZMkS/XNFUUhKSuLRo0fUrl2bXr16MWPGjALVZTAqKoolS5YQGxuLk5MTTk5OWFpaUqpUKf02HTp04O7du4waNYqNGzeaMFrjkJxk7c6dO3z33XdER0djbm6Oubk5ZmZmBt0qa9asyfDhwxk5ciTNmzc3YbTGd+7cOQICAjhw4ABBQUH4+fmhUqkYNmwYmzZtonTp0gCUK1eOzp07c+nSJezs7Ewcde57ekAmNzc3fv/99yyfP87R606n07Fx40YSExMpUaIEJUqU4LPPPuOtt97i5MmTAAwfPhytVstnn33GggULTByxKAgK1g1rIls6nU5/v5GtrS3Tpk1jxIgRpKam6pcXRNHR0cycOZOZM2fy6NEjZs2axcyZMzOMDgwFr0sPpH+J79+/nzlz5rBo0SIAxowZQ2BgIC1atKB27dqsWLHCtEEaWadOnbh06RJXrlzh33//5eLFi3Tt2hVnZ2euXLnCrVu3aNGiRYFqMT969Cjr1q0zuE/62fMlICCA2bNnU7ZsWf39Sq8zyUnWbt++zYMHD7CwsECn02V6+8fevXuZNWsWtWvX5vDhwyaI0nR2795NTEwMZcuWpVq1aty5c4f27dtz9epVAgICSEpKAmD//v00b968QLX81atXj3bt2qHVajlx4gQAWq2WhIQEg+0Kyi1FmzdvZujQoQYj9D/7ORMcHMwvv/xC0aJFuXPnjrFDFAWQjIIr9FJSUvjwww9ZtWoViqKgUqmoUqUK48aNY+7cuRw7dgxI/9B2dnYmIiLCxBEbR//+/fUDf6hUKhRFQafTYW5uzpw5c2jfvj0bNmzAwsKCYsWKcefOnQLVsvXYyZMncXJyonr16vqRBwEWLVrEl19+ydWrV3FwcDBhhMaxevVqypUrR/Xq1UlOTqZChQoEBgZy8+ZNJk2axM8//4ylpSVjx47lypUrbN261dQhG5WPjw8//PADn3zyCSEhIbi5udG6dWsOHjyImZkZS5YsITQ0lIMHDzJv3jxTh2sUkpOs+fj48O233/LBBx/ofzT379+f/fv34+joyMqVK7l16xYbNmxg2bJlJo7WeHbv3s3333+Pm5sb9vb2WFtbExERwS+//IKVlRUuLi60b9+eS5cu8fvvv2Nvb19gvpcuXrzIxYsXOXv2rL5QX7t2LcnJyfop5LRaLSVLluT+/fsmjjb3PR6/o0yZMixatIgpU6bwzz//8MYbb1ClShX8/f1JS0vj66+/RqvVcunSJaZNm2bqsMVrTgpQoXf06FFq1qzJvXv36NSpE5s2beL27dvUqlXLoOtOcnIylSpV4t9//zVhtMbVpEkTdu/ejUajITExkRkzZjBp0iQgfW4+Ozs7+vXrx48//sjAgQMLzGi448aNMxiVMy0tjR9++IFPP/1Uv0yn0zF79myaNm1aIOYX++yzz3BycmLUqFEAuLi4cPfuXSpUqMDIkSMZPHiw/vgICwvD1dXVlOEanY+PD+fOnePevXt07tyZzZs3Y2dnR9OmTTl9+jT29vbExsZSt27dAjN/oeQkaz4+Ply7do2kpCTq1q3LyZMnURSFKlWqcOXKFf29flWrVuXKlSumDtdoNm/ejEaj4ezZs/z99994enryzjvv0L59e/z8/Dhy5AgdOnSgcOHC7Ny5s8D1zrlx4wbz58/n5MmTzJgxgzfeeMPgAmhaWhoHDx6kadOmJozSuHx8fDh69Cjnzp1j2LBhzJ8/Hw8PD7p06cLevXvx9vbm0aNHNGvWjLNnz5o6XPGak3tAhd6sWbOIjIxky5YtfPLJJzRp0oSRI0dmuEKYmprKJ598YqIoTeP8+fP66UV0Oh1TpkzRF6ANGzakZ8+e9OvXj8GDB5syTKOLiIgwuCcrLS0NRVEMpu0BaNu2LXfu3CEyMhJHR0djh2lULVq0oH379ixevFg/MFWVKlVISkpi7ty5zJ07F0jvSaDVavXz0hUUKpUKBwcH/XFTrlw5AOrUqaMf+KxQoUKkpKQQHx9vMN3R60pykjWVSoVGo0Gj0eDg4KCfHqJLly76Fj0rKyvMzMyIiooqMAN8LViwAEtLSyIiIjh9+jQ1atQgJCSEtWvXkpqairu7O+bm5jg6OjJnzhxGjBhh6pBzXWpqKteuXcPKyorDhw/rL4h6enoSHR1tcMtDamoqHh4eJozW+FQqFZ6enri4uGBlZaWfmsfLywtvb28gfQ7ruLg4tFqtwXe7EK+atIAKA+PHj+fgwYPs2bOH+/fv07JlSwoVKkSDBg302yQnJ5OcnMyqVatMGKlxubq66r+8FEUhLS1NX5A+7pK7f/9+GjVqZMIoTS8pKQk3NzeDLrgFTUxMDOXLl+fYsWPodDoqVqxI3759+fXXX+nRoweDBg1CrVaTmppKdHQ01apVM3XIRlWsWDFGjBiBSqUiLS0NBwcHXFxc8PDwoFixYnh5eQEwb948+vXrVyDmo5OcZM3Dw4OOHTvqC9HH3Usf56Z69erY2NiwadMm2rdvn2Ee4tfZvHnzsLW1ZebMmZiZmbF371727t3Lhx9+SOnSpbGzs2P//v1Uq1aNf/75BxsbG1OHnKuCg4MpV64cVlZW+hbfx/999qduamoqqampGS6Wvs68vLyYPXs2Op2OoKAgypcvrz+XihQpos/VhAkTGD9+PIUKFTJxxOJ1JgWoyGDgwIFcu3aN/fv3c/PmTZo0acLq1aupV6+eqUMzGTc3N0JDQwGIi4vD1dXVYM7P7777jh07duDv72+qEPOExMREHB0d9QNgFFQeHh7cvHkTc3NznJyciI6OJiQkhI8//phbt26xfv16SpYsaeowTWLEiBEkJycDT0YHjo+PJzg4mBs3bqBSqWjXrh2DBg2iUqVKJo7WOCQnWZs5c6Z+8JRnc3P9+nUuXrxIgwYNGD58OC1btjRxtMYzZcoUTp48SevWrTlx4gTt2rVj5syZ7N69m/Lly7Nz504uXLhAly5dGD58OJUqVaJv376mDttoFEVh/Pjx+Pr6Ur58eSpVqlQgRgHOTqdOnfS/W549l8LDw6lWrRrt2rXjww8/LHC3hgjjKziXCkWOLViwgL/++gtIn2pk+fLlBsVWQeTh4UFqaioajQZFUWjVqpXB+p49e3Lu3LkC0cU0OyqVqsB1Q87MrFmzUKvV6HQ6WrduDYC7uzsbNmzgm2++yTAaY0Eye/bsbNdfvnyZn376iRUrVjBz5kzjBGVikpOsjRw5Mtv1MTExLF++nICAgAJVgA4fPhwbGxuuX7+Ot7c3LVu2JCAggMTERNq3b0/ZsmUpW7YsAH379qVIkSImjti4UlJScHFx4e+//2b58uU0b96cL774wtRhmdSmTZuyXJeQkMChQ4f46aefuHjxIqtXrzZiZKIgkhZQIV6RxwWqEEIIIUR+pNPpCsxAisJ05AgTOaLVaqlSpYqpwzAZnU7H0KFDs91m8eLFzJgxw0gRibwoNTWVAQMGmDqMfOHo0aP4+Pjg4+NDXFycqcMxqR9//JG5c+fy4MEDAObPn8+hQ4dMG1Qecf78ef79918CAwOzfFy+fLlAjtqp0+meu83evXsL1HgNjy1fvpyHDx8aLEtKSmLKlClUrVpV3+W9oAkPD892/bBhw6T4FEYhLaDCwB9//EGbNm3QaDQkJCRQvnx5bt++TVpamv5etoLK3t6e0NBQrKysMl3fqFEjGjZsyFdffWXkyEzHzc0NS0tLzM3Ns91Oo9HQq1cvPvvsMyNFZhrPzpE7YMAAIiMjM20ZVxSF5OTkbLtFvW7OnDmDtbU1KpWKEydOcOfOHbp06YKvr6/BMaRSqQrUtBGurq7UqFGDGTNmsHTpUtatW8eGDRuoX78+Gzdu5NKlS6hUKrRaLd9++62pwzUqjUaDt7d3hkFknhYUFISXlxc3b940YmSmlZaWho2NDVqtNtP10dHRDB48mD///JNJkyYxevRoI0doWhqNBnNzc6pWrcqxY8c4fPgwvXv3xs3NjS+++EI/AmxBkpCQgK+vLw8ePCAlJYXevXuzZs0a3nvvPTZu3AiAn58f165dM3GkoiCQ/oJCLzg4mJ49e+Lr68svv/xCuXLliIqKAkCtVhf4IbkTExOxs7OjWLFi1KxZkxYtWtC5c2fs7e3ZsWMH//zzT4EqJgBsbGzYvXu3/rlOp+PEiRPUrVvXYLvLly8zaNCg174AValUBpO979mzhy+//DLDdoqiMG7cOKZPn27E6EyvYcOG1KtXTz9VT8+ePenevTsBAQEZCs4BAwbw448/mihS49uxYweQfj/52LFj+eGHHyhatChxcXGEhoZiZmbGqlWrClwB6ujo+NzC0tXVtUAVn5D+nfz0qLYeHh76izipqancunULd3d3rl69WuDu/4T04+bu3btcunRJv+y7776jc+fOJozKtMzMzPQX0DUajX6sj6fndC/oAzUJ45ECVOgVLVqUa9euMXr0aBo3bsydO3ee27L1uktLS2P16tXUqVMHR0dHAgICuH79Ov/88w8bNmxg1KhRDBgwQD84iLOzs6lDNioLCwvKlClDWloaP/74IwMGDKBmzZrExsZy4MABNBoNycnJvPXWW8TExKAoymvfsvXs++vVq1em202ZMoWePXsaI6Q8w8PDgz179gCwf/9+AgICgPQBQ2rXrs2WLVto0aIFJ06coGLFiqYM1ahUKhWKojBq1Cjs7OwYOXIk586do2vXrpw5c4bevXsD8Oeff5o2UBPIyefF6/6ZkpWnv58TExP5888/0el0NG/eHAsLC2bOnIlOpyMmJkY/n2xBoVKpsLa2Zs2aNSxZskS/fO/evUB6AdamTZsMAwq+jh43LtSsWZOIiAj69++vvwjYv39/Hj58qF/2vC66QrwqUoAKA+7u7qxatYq7d+++9nOG5cTs2bP192dBepdTNzc36taty+DBgxk3bhzff/89ZcuW5cMPPzRxtKajUqn48ssv+fjjj7GwsACgdevWVKlShXPnzhEbG8uDBw8KxA/FZ7sKPtsa/HiboKAgY4WUZzz+/29ubo6rqytjx44F0ltzHs/zqFKpsLW15erVq6YM1SRsbW357rvvaNWqFVu2bKF48eIG6wvC+fOsqKgo3nrrLYNljo6ObNmyxUQR5R1Pf9aYm5vr5xR+3OV/8+bNjBs3jhYtWjBv3jyTxGhMUVFRbN++nU6dOumX1ahRg+Tk5AznzsOHD+nXr5/+vuvXmaurKx988AEffPABy5Yt0/dC2bJlC/Xq1WP37t36ZXLvuTAWKUCF3tWrVw2uqN68eRNFUbh16xY6nQ6dTsetW7dQFAWtVku5cuVMGK1xDB8+nFGjRgHp3ZpOnDjB9evXOXfuHL///juWlpb89ttvfPXVV4wdO7bAdalUFIWLFy8SGRmJTqfj+PHj+i6oxYoV4/jx4/j4+KDRaChcuLBpgzWSZ3/orF69Gp1OR5s2bdi+fTutWrVix44dNGnSxEQRml6xYsVYunSpvgX0sWd/UBcEAQEBaLVaVCoV9evXx8nJiZ49e3LhwgUURWHp0qX6izoF0c6dOw2eK4rC+++/b6Jo8pbsLkhER0fzzTffMG7cuALT0+LSpUt8/vnnDBo0CJ1Ox7Zt2+jatStqtZqdO3diZ2dHgwYNAIiNjeXYsWMkJye/9ueXVqulePHiqNVq7O3t9b1yJk+eTK9evZg9e7Z+2eOL7ULkNilAhV65cuX0XcGeVqpUqQz/VqlUpKWlGTU+U3h68JioqCj9PbKVK1fmp59+onHjxgCULl2aWrVq8d5771GzZk1ThWsSq1at4tSpUyQkJBjc41kQW2sAIiMj6du3Lx07diQtLY2SJUsC6d2VS5UqhaWlJaVKlSowBVZWnh5p8fLlyyQlJREYGIhWq+XKlSsoikL58uVNGGHu++eff6hevTpmZmZ8+eWXzJw5k+3bt/P222/r7/Vcs2YNtra2BfZ8KsgXarJTu3btTFuHH3NwcChwIwPXq1ePGzduEBQUxO7du5k5cyb9+vXj9OnT/PPPP8yYMQNvb28GDRpEjx49Ckwr+rlz52jTpg2lSpXi0aNHfPbZZyiKQkREBBMmTCA4OJgJEyagKAoPHjxgwoQJTJkyxdRhi9ecFKBCLzExMcNAQ66uroSFhWX4d2xsrNHjMyWdTkezZs3YtWuX/ofgw4cPSU1NJSkpCZVKRa9evRg1ahRHjhwxcbTGNX36dNLS0nB2dmb//v24u7sDEB8fz549e0hKSjJxhMZlY2NDxYoVmTt3Lg8fPmTJkiX6L/slS5bo/1vQziGA69evY2Njg6IovPPOO0yfPh0vLy+6deuGWq1m2LBh2NjY0L17d5KSkgwGx3gdVa1alcuXL9OgQQOKFCnCmTNn9Hlo0aIFKpWKgwcP6rd/fDGjIJk8ebLBcxm4P12fPn0YNGgQkJ6TTz/9NMM2gYGB/Pjjj/j6+vLxxx8bO0STOHHiBM7OzvTt25devXrRvXt3vLy8GDduHHXq1OHhw4dMmTKFihUrZnp7xOuoXr16REdHc/jwYTZs2MCiRYtISUmhb9++uLu7M378eP22n376aYH7zhamIdOwiAyioqIIDAykZs2aBkWnm5sboaGhJo7OdFq3bk14eDjLli2jQoUKjBkzhtKlS/P+++9Tvnx5Nm3axNatWzP8YHqdPR6yXavV4u7uTmhoKK6urkRHR1O7dm2sra1JTEzkxIkTpg7VaJ4+Z3x8fPjggw8y3W7hwoUFbsCHpweh2rdvHxs3bqRdu3a0aNHCYPTggubpz1Zzc3N0Oh2KolCuXDmDUTxLlixZ4EZ7tbOzY9KkSQbLbGxsDOZlLujfTWCYAzc3N4KDgylTpgxvvfUWffr00Xc9fd01bdqUzp07M2DAAHQ6HQ4ODsTGxtKwYUO8vLxYvXq1qUM0qd27d1OxYkVWrlzJli1bOH78OBcvXqRixYp8//33uLq66gc9EyI3SQuoMHDixAm6dOmCq6srf//9t6nDMbmdO3eye/duvvnmGzZv3szYsWOpWbMmX331FRUqVODff//F1tYWMzMzSpUqVaCKT3jSzdbS0pKoqCjS0tL098wWpKLzaU93lVSpVHz99deZbvfbb78ZK6Q8Q6VSsWjRIrp37467uztxcXGsWrWKSpUqUaxYMVOHlyfcuXMHd3d3EhISqFChAhcuXODMmTOZziVbEFhbW+sHqxJZS0pKYtWqVeh0OrRaLWq1msDAQIOu7gVBz549+fLLL9m0aZN+vIrmzZsTFhaGhYUFzZs312+r1Wrx9/c3YbTGEx0djYODAwcPHmTkyJGMGjVKPw1Ly5YtuX//Ph4eHuzevVsKUGEUBfMbTWTqxo0bNGzYkG7durFgwQJ0Oh2pqan69QWxsVylUnHhwgVKlSrFhAkTaNKkCampqfz9998EBATg6ekJpLdMnDx5kpYtW5o4YuO6fv26fuRSMzMzNBoNFhYWLF26lKJFi+Ln50etWrVo27YtJUqUMHW4RqcoSpYDgDx8+JCePXuycuVKI0dlOrNnz2bWrFm88847lCpVijJlyjBp0iTq1KmDoih89NFHdO3atUDORXfv3j1cXV2pX78+fn5+fPfdd9StW5cdO3bg7++PRqMpMF0Gn5aSksKRI0ey/f5JSUnh+PHj1KlTx4iR5S2+vr78+OOPmJmZ4efnx/nz51mwYAHjx4/Hx8fH1OEZTf369bGwsGDixImkpaVx+PBhjh8/jpOTE/Xq1aNx48YoiqKfnqYgCAsLo3z58owYMYLRo0czefJk6tWrx6+//srIkSOxtbUlJiaG6tWrM23aNFOHKwoI6YIrDPj7+9OwYUMg/YrqW2+9xalTp9DpdDg6OhIdHW3iCE0jMDCQL774gt27d9OkSRM2bNjAwIEDWb9+PREREfTs2RNPT0+mTp1q6lCNKioqCisrKzQaDWZmZuh0OuLj43n06BHXrl3j3LlzbNu2jZMnT/Luu++yfv16U4ecq1JTU3F0dNTf37ly5UoSExMzbb16fIHn8X1cBcF7773HZ599RtWqVfniiy9ITExk+vTp+jkMly9fzpEjR+jYsSPffvttgWkVdXFxITIykm3btuHn58fSpUtp2rQpV69exc3NjS5dupg6RJOpVKkSlpaW2bYAp6amYm1tzeHDh40YWd525coVxo4dy759+/j4448L1AjtTk5OhIaGoigKvr6+XLt2je3bt/PDDz+gUqlYuHAhFSpUMHWYRpOWlsbevXvZsGEDu3btolmzZgQGBjJ06FACAwP5+uuv2bp1Ky1atMDa2pr79+/j6upq6rDFa04KUJEjKSkptG7dWj+JfEG1dOlS0tLSGDBgAPHx8cTExFC0aFH27t2Lk5MT1atXN3WIedLJkyeJiIjgnXfeMXUouUqn0/Hbb7/RvXt3U4eS533//ff0798fBwcHg+Xnz5/niy++YN26dVhbW5soOuNKSEjAwsICMzMzgy6TZ86cwdHR0WAkciFexOXLl7lx4wZt27Y1dShG8/hCempqKtOnT2fChAn6datXryYoKIhx48aZMELTSUlJYcWKFXz22WdMmTKFfv36sW7dOqpVq0aZMmVo2rQps2fPLlAFujANKUCFEEIIIcRrJSgoqMD0onhROp2uwN0fLPIWKUBFBi1atMDKygpra2usrKwy/NvDw4POnTtTuHBhU4dqVJKXrEluMpKc5EylSpW4cOGC/vmRI0eYOnUqkydP5s033zRhZMa1fv16OnXqlOVowLdv3+bMmTO89957Ro7M9ORcytz58+extLTMtpB4PFVYtWrVjBhZ3iCjI2ctLCxM38327t27bNu2jSFDhpg4KlGQSAEqMnB3d2fy5MkkJydneGi1Wnbu3EmVKlVYs2aNqUM1KslL1iQ3GUlOMnf58mUKFy6Mh4cHkH6/VkREhH793r17+eWXXzh9+jRXr141VZhG5+bmxl9//YWHhwe2trYZ1n/66aecPn3aYF7QgkLOpcxpNBq8vb2zHaApKCgILy+vAjN9z5o1azA3Nwdg6NChzJs3L9PtzMzMqFSpEqVLlzZmeCZx+/Zt5s+fz/Tp0zEzM+PKlSs0aNCATZs20bBhQ3bv3k2nTp1YvXo1HTp0MHW4ooCQAlRk8Hhux8cOHTpEWFgYnTt3BmDTpk0MHz6coKAgU4VoEpKXrEluMpKcZG7w4MFs3ryZFStW0LJlS4N5Ux9LTU2laNGiGZa/zlxdXfH09CQsLIyUlBT8/PyoXbs2rVq1Qq1W06lTJ44ePUq5cuVMHarRybmUuczOnf+yzeukUqVKODo6YmZmxqlTp6hZs2am2yUnJ3Px4kXu3r372recnzlzhvfffx9XV1fWr1+Pp6cnCxcuZNy4cfz222+0bNmSP//8kx49enDkyBG5/1MYhUzDIjJ4eh7D9evX4+3tzahRo6hRowYlSpTA1dWVNm3amDBC05C8ZE1yk5HkJHPz58+nYsWKdO7cmUOHDhnk6TEzM7NMl79url27RvHixbGwsEClUnHu3Dkg/cfxlStX2LNnD++++y7x8fGsW7euQBafIOdSVnJyjhSE8+hpT3fn9/Pzy7bHQIUKFTh+/PhrPzjem2++SUBAABMmTKBq1aps2LCBQYMGUaJECbp168a2bdto06YNX331Fe+++y5///039vb2pg5bvO4UIRRF0el0yrhx45R79+4pfn5+iqIoyvjx4xVfX1/lwoULyrp165TatWsrKSkpJo7UuCQvWZPcZCQ5ybnr168riqIo9vb2yldffWXw6NGjh+Ll5WXiCHNfixYtlEKFCilt2rRRbGxslFu3bikPHz5Upk6dqrRp00ZxcnJS2rZtq3Tt2lWpV6+ekpycbOqQjUbOpeczNzdXGjRoYPBo166dwTaurq4mis70Hh83iqIojx49UsaPH68cOHBAv+zAgQNKUlKSKUIzmVWrVim2trbK+fPnFUVRlBUrViju7u5KUFCQoiiK0r59e6VXr14mjFAUFNIFVwAQERFBv3798Pf3R6fTsWTJEiwtLalXrx7Ozs4AtGrVitKlSzN79mzTBmtEkpesSW4ykpxkb/v27djZ2Rm0yrRu3ZrevXsbbGdmZkbz5s1p3bq1kSM0vtu3b3P8+HH27t3Lli1bcHFxITExkRkzZtCsWTMcHR0B6NSpEx4eHlne0/a6kXPp+fbv32/wXFEU3n//fYOBdwryQDzFixfnzp07zJkzh8mTJ9OiRQtGjx5d4AZkSktL4/PPP+fbb78F4OjRo9SvX5/u3buzatUqpk6dyqhRo7CxseHGjRt89tln/PrrryaOWrz2TFwAizxGq9UqGzZsUOrVq6f4+fkZXC28evWqMmjQIBNGZzqSl6xJbjKSnGTO2dlZ8fDwUIoVK6Z/2Nvbmzosk0lLS1OOHj2qf67VapX//e9/SvXq1ZXLly8rN27cUNLS0pQbN24ohw8fVmrXrq1otVoTRmx8ci69mGdbPAtqC6hOp1PKli2rKIqi7NixQ7l69ap+3ZUrV5SzZ8+aKjSj0+l0SvHixTMsd3Z2znT7gtTTQpiO3AMqDFhYWNCpUyeio6NxdHTUjyaXkJBAQEAAP/74o4kjNA3JS9YkNxlJTjIXHh6eYZmdnR3NmjXDw8ODJk2a0KVLF6ysrEwQnfGlpqbSrl07Hj16xPnz5/n44485e/Ysf//9N2XLlsXLy4srV65w/vx5du7cyZEjR9BoCtbXtpxLWZs8ebLBc0U6tAFw//59OnbsSP369Vm2bBlNmjShRIkSAPzwww98/fXXTJ48mapVq5o2UCNRqVTcvXsXGxsbFEVBpVKhKAparRYbGxv9doqioCgKLVq0YMuWLSaMWBQE0gVXZEqj0ZCSkmLQVc7Hx4ejR4/i6elpwshMS/KSNclNRpKTzKWmpjJz5kw++ugjSpUqxbx587h27Rp//PEH0dHRbNq0qcB0k3s8SunBgwd59OgRq1atYt26ddjY2ODj48OtW7e4efMmXbp04cyZM6YO12TkXMrIzs6OSZMmGSyzsbFh6NCh+ucFsQvunTt36NKlCwMGDODUqVNs374dNzc3bG1tUalU/PTTTwVi+pWnPf4seVpWIyQ/LlKFyE0F61KqyFaTJk2wsbHRXx1r3769wfrk5GQ2b95s8OVWEEhesia5yUhykr3AwEC6du1KUFAQ9evXR6PR8L///Q+AL7/8kunTp9O0aVP+/vtvfHx8TBytcQwfPhwfHx+GDx/O7t279dNCpKWlYWFhof9BmJCQYNBi8bqTcyl71tbWjB071tRh5EnOzs58+OGHfPjhh/z77780aNAAT09PNBoNycnJpg7P6LRaLcePHzdoJU9LS+P27du4uLhgZ2enXy7FpzAGKUCF3uOub4qisHPnTjp16mSwvnz58qxfv77AfdlLXrImuclIcpK9uLg43N3d2b17N25ubhnWf/rpp1y8eJGhQ4fy559/miBC40pJSaFs2bKsXbuWtWvX4u7uzrJly+jRo4dBq8Wbb77JqVOnaNSokWkDNiI5l7KXkpLCkSNHsu16m5KSwvHjx6lTp44RIzO9xzk5efIknTp1Yt68eXTr1o1169bRvHlz5s2bl+F4ep1FRUXxxRdfGBwrCQkJvPPOOzx8+BAbGxsaNWrE4MGDqVevngkjFQWFdMEVmTIzMyMlJQW1Wq1fFh0djZOTEwEBAQV2PjrJS9YkNxlJTp7PwcGB6Ohog2X//vsv5cuX58qVK5QpU8ZEkeW+1NRUnJ2d9e9/165ddOvWjWHDhjF58mQ8PT35999/KVSoED169MDb21s/kmVBI+dSRpUqVcLS0jLb+4JTU1Oxtrbm8OHDRozMtK5du8bAgQPZv38/7733Hn379jWY6/PSpUu8/fbbzJkzh+7du5swUuNIS0vD29ub+/fvGyx3cHAgIiICtVrNtWvX2LhxI7NmzeKtt95i48aNJopWFBTSAioydfz4cYMv+uDgYIoWLcqqVavw8vIyYWSmJXnJmuQmI8nJ83399dcZlpUtW5YpU6a89jlSqVT8/PPP+uctW7bk4sWLFCtWDIBt27bpu9z27Nkz0xbjgkLOpYwuXLhg6hDypFKlSvH7778DZFpIvfHGG2zZsoWkpCRjh2YSarWagICADMsnTJig/7efnx/jx4/no48+YufOncYMTxRQ0gIqnishIQF3d3diY2NNHUqeInnJmuQmI8mJEK+GnEtCvBydToeZmZmpwxAFmLSACgCSkpKoXbs2Z8+eZcKECfTv35+SJUsCPLeLz+tM8pI1yU1GkpOcadGiBVZWVlhbW2NlZZXh3x4eHnTu3Fk/GE9BIDkxJOdSzshxkznJS/a+/PJL7t+/z7Jly0wdiiig5PKHANK/0O/du0dQUBB//fUX5cuXZ8yYMcTFxaFWq/VzrxU0kpesSW4ykpzkzLlz52jVqhX16tWjYsWKFC9enMKFC2NmZkZsbCyzZ89myJAhpg7TqCQnhuRcyhk5bjIneclaQEAA06dPp3r16qYORRRg0gVX6D09X9jRo0cZNmwYoaGhnD9/nrJly2Y6X1RBIHnJmuQmI8nJ8/n5+XHt2jX980OHDhEWFkbnzp0B2LRpE8OHDycoKMhUIRqd5CQjOZeeT46bzEleMnfz5k0aNWpE8+bNMTc3x8vLi2LFilGsWDG8vLwoXrw4FhYWpg5TFADSAioyVb9+fc6cOcOvv/6Ks7OzzAv1/yQvWZPcZCQ5ydzTeVi/fj1WVlaMGjWK27dvA+kTpLdp08ZE0ZmG5CR7ci5lTo6bzEleMtq7dy8NGjSgfv36LFmyhMWLFxMQEMAvv/zCkCFDePPNN3FycuLXX381daiiAJAWUKFnY2PDwIEDM123ePFiBgwYAKQP6Z2UlMTixYuNGZ7JSF6yJrnJSHKSOUVRmDBhAkOGDKFx48YEBgYyYcIENmzYwObNm7l06RJz5szhyJEjBeb+PslJ9uRcypwcN5mTvGQuPDyc/v37c+TIESZPnsygQYOA9KmNkpKSDFo8Fy5cyKpVqzh27JipwhUFhLSACgOKouToodPpTB2qUUlesia5yUhyklFkZCRXr16lcuXKhIWFsWHDBmrXrs2JEyeoWLEi3bp1w9HRkdGjR5s6VKORnDyfnEsZyXGTOclL5uzt7alevTo3btzQF59Apr0IatasiZ+fnzHDEwWVIsT/c3V1NXiemJio3L9/X1EURXFxcTFFSHmC5CVrkpuMJCfZ02q1yoYNG5R69eopfn5+yoEDB/Trrl69qgwaNMiE0ZmG5CRzci5lT46bzEleckalUinBwcGmDkMUUAWnD4J4Idu2bWPYsGEULlyY06dPmzqcPEPykjXJTUaSk4wsLCzo1KkT0dHRODo66kczTUhIICAggB9//NHEERqf5OT55FzKSI6bzEleMtq8eTN16tShaNGiBss9PT3x8PCgXbt2jB8/nmLFipkoQlHgmLoCFnmHi4uLotVqlQ8++ECxsrJSJk2apERGRiqKkvFKdEEiecma5CYjyUnOqNVqRafTGSwrUaKEEhQUZKKITE9yYkjOpZyR4yZzkpcn2rZtq9ja2ioTJ05UEhISFEVRFDMzMyUkJEQ5fPiwMmjQIMXOzk7ZuHGjiSMVBYW0gAogfdJvrVaLhYUFNWrUYOLEiZQpU8bUYZmc5CVrkpuMJCfZa9KkCTY2NqhUKhRFoX379gbrk5OT2bx5M0OHDjVRhMYnOcmcnEvZk+Mmc5KXzG3dupUTJ04watQo1qxZw/Lly1EUBRsbGxo0aECDBg1499136dixI4ULF6ZJkyamDlm85mQUXKEXERGBk5NThuVJSUm4ubkRExNjgqhMT/KSNclNRpKTrC1evBgrKysUReGjjz5i6dKlBuuvXLnCX3/9xZEjR0wUofFJTrIm51LW5LjJnOQlezqdju+//56vv/6auXPn8uGHHxqsX7hwITNmzODy5ctYWlqaKEpREEgBKp5LURSuX78uI6M9Q/KSNclNRpITQ2ZmZqSkpKBWq/XLoqOjcXJyIiAggHLlypkwOtOQnOSMnEuG5LjJnOQla9u3b6dr165cuHCBkiVL6pfrdDr69+/P3LlzsbGxMWGE4nUn07CI51KpVPJFnwnJS9YkNxlJTgwdP37c4IdhcHAwDg4OrFq1Ci8vLxNGZjqSk5yRc8mQHDeZk7xkrXXr1ly+fNmg+IT0on3p0qVSfIpcJy2gQgghTCohIQF3d3diY2NNHUqeITkR/4UcN5mTvAiRt8ggREIIIXJdUlIStWvX5uzZs0yYMIH+/fvrr75bWlqi0RS8ryPJifgv5LjJnOTl+Vq0aIGVlRXW1tZYWVll+LeHhwedO3emcOHCpg5VvOakC64QQohcZ2lpyb179wgKCuKvv/6ifPnyjBkzhri4ONRqtX6uvoJEciL+CzluMid5eb5z587RqlUr6tWrR8WKFSlevDiFCxfGzMyM2NhYZs+ezZAhQ0wdpigApAuuEEIIo3BzcyM0NBSAo0ePMmzYMEJDQzl//jxly5YlLCzMxBEan+RE/Bdy3GRO8pI9Pz8/rl27pn9+6NAhwsLC6Ny5MwCbNm1i+PDhBAUFmSpEUUBIfwQhhBBGV79+fc6cOcOxY8dwdnZGpVKZOiSTk5yI/0KOm8xJXjJ6Ogfr16/H29ubUaNGUaNGDUqUKIGrqytt2rQxYYSioJAWUCGEEEZhY2PDwIEDM123ePFiBgwYAEBaWhpJSUksXrzYmOGZhORE/Bdy3GRO8pKRoihMmDCBIUOG0LhxYwIDA5kwYQIbNmxg8+bNXLp0iTlz5nDkyBG5T1YYjdwDKoQQwmgURcnRQ6fTmTpUo5GciP9CjpvMSV4MRUZGcvXqVSpXrkxYWBgbNmygdu3anDhxgooVK9KtWzccHR0ZPXq0qUMVBYi0gAohhDCKp+/PgvRRKyMiIvDw8MDV1bVA3p8lORH/hRw3mZO8ZC05OZmtW7cye/ZsQkNDWbx4MW+//TYAgYGBzJ49mx9//NHEUYqCQlpAhRBCGN22bdsoV64crVu3JjU11dTh5AmSE/FfyHGTOcmLIQsLCzp16kSfPn2YNm2aflTghIQEAgICpPgURiUFqBBCCKNQFIXk5GR69OhBly5d6NGjBwcPHkSj0RTYAUIkJ+K/kOMmc5KX7KlUKgYMGMC7775L/fr1gfT7ZkeNGsX9+/dNHJ0oSORuYyGEELkuKSkJrVaLhYUFNWrUYOLEiZQpU8bUYZmU5ET8F3LcZE7ykrUmTZpgY2ODSqVCURTat29vsD45OZnNmzczdOhQE0UoChq5B1QIIYRRRERE4OTklGF5UlISbm5uxMTEmCAq05KciP9CjpvMSV4yt3jxYqysrFAUhY8++oilS5carL9y5Qp//fUXR44cMVGEoqCRAlQIIYRJKYrC9evX8fPzM3UoeYbkRPwXctxkTvLyhJmZGSkpKajVav2y6OhonJycCAgIoFy5ciaMThQUUoAKIYQQQghRAJw8eZJatWrpnwcHB1O0aFHWrl1Lu3btsLOzM2F0oqCQAlQIIYQQQogCJiEhAXd3d2JjY00diihgZBRcIYQQQgghXkNJSUlUqVIFnU7HuHHjuHnzpn6dpaUlGo2MRyqMTwpQIYQQQgghXkOWlpbcu3ePoKAg/vrrL8qXL8+YMWOIi4tDrVbr5wMVwpikABVCCCGEEOI1pFKpUKvVeHt7c+TIEfbt28f+/fspW7Ysjx49Qu7EE6Yg7e5CCCGEEEIUAPXr1+fMmTMcO3YMZ2dnVCqVqUMSBZAMQiSEEEIIIcRrysbGhoEDB2a6bvHixQwYMACAtLQ0kpKSWLx4sTHDEwWQtIAKIYQQQgjxGsuqvUlRFP06RVHQ6XTGDEsUUNICKoQQQgghxGvKzc2N0NBQ/fOkpCQiIiLw8PDA1dWVsLAwE0YnCiIZhEgIIYQQQogCYNu2bZQrV47WrVuTmppq6nBEASUFqBBCCCGEEK8pRVFITk6mR48edOnShR49enDw4EE0Go0MQiRMQu4BFUIIIYQQ4jWUlJSEVqvFwsKCGjVqMHHiRMqUKWPqsEQBJ/eACiGEEEII8ZqKiIjAyckpw/KkpCTc3NyIiYkxQVSiIJMCVAghhBBCiAJGURSuX7+On5+fqUMRBYwUoEIIIYQQQgghjEIGIRJCCCGEEEIIYRRSgAohhBBCCCGEMAopQIUQQgghhBBCGIUUoEIIIYQQQgghjEIKUCGEEEIIIYQQRiEFqBBCCCGEEEIIo5ACVAghhBBCCCGEUUgBKoQQQgghhBDCKP4PVwJm6fc4LaAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制相关性热图\n",
    "correlation_matrix = pd.DataFrame(X_selected_standardized, columns=selected_features).corr()\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', linewidths=0.5)\n",
    "plt.title('前10个特征的相关性热图')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eea9020c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
